{
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>containerHisDataId</th>\n",
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       "      <th>containerTemperature1</th>\n",
       "      <th>containerHumidity1</th>\n",
       "      <th>containerTemperature2</th>\n",
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       "      <th>...</th>\n",
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       "      <th>sendType</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>24.1</td>\n",
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       "      <td>中国,吉林省,长春市,宽城区</td>\n",
       "      <td>吉林省长春市宽城区</td>\n",
       "      <td>6.65</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>\\N</td>\n",
       "      <td>2018-05-08 10:40:45</td>\n",
       "      <td>2018-05-08 14:24:45</td>\n",
       "      <td>eb90374540020008051800f1190000000000000100fffe...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>33</td>\n",
       "      <td>24.1</td>\n",
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       "      <td>中国,吉林省,长春市,宽城区</td>\n",
       "      <td>吉林省长春市宽城区</td>\n",
       "      <td>6.63</td>\n",
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       "      <td>2018-05-08 10:42:12</td>\n",
       "      <td>2018-05-08 14:24:50</td>\n",
       "      <td>eb90371242020008051800f1180000000000000000fff8...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>33</td>\n",
       "      <td>24.3</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,宽城区</td>\n",
       "      <td>吉林省长春市宽城区</td>\n",
       "      <td>6.63</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 10:43:39</td>\n",
       "      <td>2018-05-08 14:24:51</td>\n",
       "      <td>eb90373943020008051800f3180000000000000000ffff...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>33</td>\n",
       "      <td>31.3</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>中国,吉林省,长春市,宽城区</td>\n",
       "      <td>吉林省长春市宽城区</td>\n",
       "      <td>6.70</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 11:44:30</td>\n",
       "      <td>2018-05-08 14:24:53</td>\n",
       "      <td>eb90373044030008051801391100000000000000000000...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>33</td>\n",
       "      <td>29.5</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>中国,吉林省,长春市,宽城区</td>\n",
       "      <td>吉林省长春市宽城区</td>\n",
       "      <td>6.69</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 12:45:42</td>\n",
       "      <td>2018-05-08 14:24:54</td>\n",
       "      <td>eb90374245040008051801271400000000000000000001...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>33</td>\n",
       "      <td>30.6</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>中国,吉林省,长春市,宽城区</td>\n",
       "      <td>吉林省长春市宽城区</td>\n",
       "      <td>6.71</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 13:46:36</td>\n",
       "      <td>2018-05-08 14:24:55</td>\n",
       "      <td>eb90373646050008051801321300000000000000000007...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>33</td>\n",
       "      <td>33.7</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>吉林省长春市宽城区</td>\n",
       "      <td>6.69</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 14:22:58</td>\n",
       "      <td>2018-05-08 14:24:56</td>\n",
       "      <td>eb9037582206000805180151120000000000000001ffa2...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>33</td>\n",
       "      <td>33.3</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>中国,吉林省,长春市,宽城区</td>\n",
       "      <td>吉林省长春市宽城区</td>\n",
       "      <td>6.70</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 14:26:21</td>\n",
       "      <td>2018-05-08 14:39:29</td>\n",
       "      <td>eb903721260600080518014d1100000000000000010013...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>33</td>\n",
       "      <td>29.5</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,二道区</td>\n",
       "      <td>吉林省长春市二道区哈尔滨大街</td>\n",
       "      <td>6.62</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2018-05-08 14:38:51</td>\n",
       "      <td>2018-05-08 14:39:30</td>\n",
       "      <td>eb90375138060008051801271400000000000000010006...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>33</td>\n",
       "      <td>28.5</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,二道区</td>\n",
       "      <td>吉林省长春市二道区大连路</td>\n",
       "      <td>6.60</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2018-05-08 14:42:40</td>\n",
       "      <td>2018-05-08 14:43:22</td>\n",
       "      <td>eb903740420600080518011d150000000000000001fff8...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>33</td>\n",
       "      <td>27.7</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区洋浦大街</td>\n",
       "      <td>6.65</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2018-05-08 14:46:00</td>\n",
       "      <td>2018-05-08 14:46:37</td>\n",
       "      <td>eb90370046060008051801151500000000000000000000...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>33</td>\n",
       "      <td>27.3</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区洋浦大街辅路</td>\n",
       "      <td>6.68</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-05-08 14:48:09</td>\n",
       "      <td>2018-05-08 14:51:29</td>\n",
       "      <td>eb90370948060008051801111600000000000000000001...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>33</td>\n",
       "      <td>27.1</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路9166</td>\n",
       "      <td>6.68</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 14:49:07</td>\n",
       "      <td>2018-05-08 14:51:30</td>\n",
       "      <td>eb903707490600080518010f1600000000000000010002...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>33</td>\n",
       "      <td>26.8</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区浦东路4675号</td>\n",
       "      <td>6.63</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-05-08 14:50:35</td>\n",
       "      <td>2018-05-08 14:51:31</td>\n",
       "      <td>eb903735500600080518010c1600000000000000010005...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>33</td>\n",
       "      <td>26.3</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区洋浦大街辅路</td>\n",
       "      <td>6.63</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 14:53:57</td>\n",
       "      <td>2018-05-08 14:54:34</td>\n",
       "      <td>eb9037575306000805180107170000000000000001ffdc...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>33</td>\n",
       "      <td>25.9</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.63</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-05-08 14:56:59</td>\n",
       "      <td>2018-05-08 14:57:42</td>\n",
       "      <td>eb9037595606000805180103170000000000000000fffb...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>33</td>\n",
       "      <td>25.7</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.67</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 14:59:36</td>\n",
       "      <td>2018-05-08 15:26:50</td>\n",
       "      <td>eb90373659060008051801011800000000000000000001...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>33</td>\n",
       "      <td>25.5</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.65</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 15:01:39</td>\n",
       "      <td>2018-05-08 15:26:51</td>\n",
       "      <td>eb90373901070008051800ff180000000000000000fffa...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>33</td>\n",
       "      <td>25.3</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.69</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 15:03:34</td>\n",
       "      <td>2018-05-08 15:26:53</td>\n",
       "      <td>eb90373403070008051800fd1a0000000000000100ffff...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>33</td>\n",
       "      <td>27.5</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.68</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 15:24:45</td>\n",
       "      <td>2018-05-08 15:26:53</td>\n",
       "      <td>eb9037452407000805180113170000000000000100fffb...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>33</td>\n",
       "      <td>27.7</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.62</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 15:26:07</td>\n",
       "      <td>2018-05-08 15:26:54</td>\n",
       "      <td>eb9037072607000805180115170000000000000100ffff...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>33</td>\n",
       "      <td>28.5</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.66</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 15:31:23</td>\n",
       "      <td>2018-05-08 15:43:46</td>\n",
       "      <td>eb903723310700080518011d160000000000000100ffff...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>33</td>\n",
       "      <td>28.8</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.65</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 15:39:22</td>\n",
       "      <td>2018-05-08 15:43:48</td>\n",
       "      <td>eb90372239070008051801201500000000000001010001...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>33</td>\n",
       "      <td>28.9</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.67</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 15:40:28</td>\n",
       "      <td>2018-05-08 15:43:49</td>\n",
       "      <td>eb9037284007000805180121150000000000000100fffe...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>33</td>\n",
       "      <td>29.0</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.65</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 15:41:44</td>\n",
       "      <td>2018-05-08 15:43:50</td>\n",
       "      <td>eb9037444107000805180122150000000000000100fffe...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>33</td>\n",
       "      <td>29.1</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.54</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 15:43:01</td>\n",
       "      <td>2018-05-08 15:43:52</td>\n",
       "      <td>eb9037014307000805180123160000000000000100fff9...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>33</td>\n",
       "      <td>29.4</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.69</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 15:45:09</td>\n",
       "      <td>2018-05-08 15:48:11</td>\n",
       "      <td>eb9037094507000805180126150000000000000100ffff...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>33</td>\n",
       "      <td>29.7</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.62</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 15:47:28</td>\n",
       "      <td>2018-05-08 15:48:12</td>\n",
       "      <td>eb90372847070008051801291400000000000001000000...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>33</td>\n",
       "      <td>29.9</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.69</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 15:49:51</td>\n",
       "      <td>2018-05-08 15:54:15</td>\n",
       "      <td>eb903751490700080518012b1400000000000001000000...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>33</td>\n",
       "      <td>30.0</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.69</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 15:50:52</td>\n",
       "      <td>2018-05-08 15:54:16</td>\n",
       "      <td>eb903752500700080518012c130000000000000100fffa...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>888</th>\n",
       "      <td>889</td>\n",
       "      <td>33</td>\n",
       "      <td>29.4</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,zaigrayevsky区</td>\n",
       "      <td>Zaigrayevsky District, Buryatia Republic, Russia</td>\n",
       "      <td>5.85</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-05-20 10:50:45</td>\n",
       "      <td>2018-05-20 10:51:16</td>\n",
       "      <td>eb90374550020020051801260e0000000000000001fff3...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889</th>\n",
       "      <td>890</td>\n",
       "      <td>33</td>\n",
       "      <td>29.5</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,zaigrayevsky区</td>\n",
       "      <td>Zaigrayevsky District, Buryatia Republic, Russia</td>\n",
       "      <td>6.12</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-20 10:51:36</td>\n",
       "      <td>2018-05-20 10:52:10</td>\n",
       "      <td>eb90373651020020051801270e0000000000000000fffe...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>891</td>\n",
       "      <td>33</td>\n",
       "      <td>29.6</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,zaigrayevsky区</td>\n",
       "      <td>Zaigrayevsky District, Buryatia Republic, Russia</td>\n",
       "      <td>5.84</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-05-20 10:52:31</td>\n",
       "      <td>2018-05-20 10:53:02</td>\n",
       "      <td>eb90373152020020051801280e0000000000000000fff6...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>891</th>\n",
       "      <td>892</td>\n",
       "      <td>33</td>\n",
       "      <td>29.7</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,zaigrayevsky区</td>\n",
       "      <td>Zaigrayevsky District, Buryatia Republic, Russia</td>\n",
       "      <td>5.99</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>2018-05-20 11:08:13</td>\n",
       "      <td>2018-05-20 11:08:46</td>\n",
       "      <td>eb90371308030020051801290d0000000000000001ff44...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>892</th>\n",
       "      <td>893</td>\n",
       "      <td>33</td>\n",
       "      <td>28.2</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,zaigrayevsky区</td>\n",
       "      <td>Zaigrayevsky District, Buryatia Republic, Russia</td>\n",
       "      <td>5.78</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>2018-05-20 11:23:58</td>\n",
       "      <td>2018-05-20 11:24:29</td>\n",
       "      <td>eb903758230300200518011a0e0000000000000001ffec...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>893</th>\n",
       "      <td>894</td>\n",
       "      <td>33</td>\n",
       "      <td>28.8</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,zaigrayevsky区</td>\n",
       "      <td>Zaigrayevsky District, Buryatia Republic, Russia</td>\n",
       "      <td>5.84</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>2018-05-20 11:39:40</td>\n",
       "      <td>2018-05-20 11:40:15</td>\n",
       "      <td>eb90374039030020051801200f0000000000000001fffe...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894</th>\n",
       "      <td>895</td>\n",
       "      <td>33</td>\n",
       "      <td>28.8</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>Псковская улица, Ulan-Ude, Buryatia Republic, ...</td>\n",
       "      <td>5.87</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2018-05-20 11:55:27</td>\n",
       "      <td>2018-05-20 11:56:12</td>\n",
       "      <td>eb90372755030020051801200f0000000000000001fff7...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>895</th>\n",
       "      <td>896</td>\n",
       "      <td>33</td>\n",
       "      <td>26.4</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>улица Борсоева, Ulan-Ude, Buryatia Republic, R...</td>\n",
       "      <td>5.60</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2018-05-20 12:11:23</td>\n",
       "      <td>2018-05-20 12:12:27</td>\n",
       "      <td>eb9037231104002005180108100000000000000000ffff...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>896</th>\n",
       "      <td>897</td>\n",
       "      <td>33</td>\n",
       "      <td>26.3</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>улица Борсоева, Ulan-Ude, Buryatia Republic, R...</td>\n",
       "      <td>5.59</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-20 12:13:47</td>\n",
       "      <td>2018-05-20 12:14:25</td>\n",
       "      <td>eb9037471304002005180107100000000000000000fff9...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>897</th>\n",
       "      <td>898</td>\n",
       "      <td>33</td>\n",
       "      <td>26.3</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>улица Борсоева, Ulan-Ude, Buryatia Republic, R...</td>\n",
       "      <td>5.92</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-20 12:15:40</td>\n",
       "      <td>2018-05-20 12:16:13</td>\n",
       "      <td>eb90374015040020051801071000000000000000000000...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>898</th>\n",
       "      <td>899</td>\n",
       "      <td>33</td>\n",
       "      <td>18.9</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>улица Борсоева, Ulan-Ude, Buryatia Republic, R...</td>\n",
       "      <td>5.81</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-20 13:08:23</td>\n",
       "      <td>2018-05-20 13:09:28</td>\n",
       "      <td>eb90372308050020051800bd160000000000000000ff00...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>899</th>\n",
       "      <td>900</td>\n",
       "      <td>33</td>\n",
       "      <td>19.0</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>улица Революции 1905 года, Ulan-Ude, Buryatia ...</td>\n",
       "      <td>5.59</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-05-20 13:11:33</td>\n",
       "      <td>2018-05-20 13:12:04</td>\n",
       "      <td>eb90373311050020051800be16000000000000000100e8...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>900</th>\n",
       "      <td>901</td>\n",
       "      <td>33</td>\n",
       "      <td>19.1</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>улица Революции 1905 года, Ulan-Ude, Buryatia ...</td>\n",
       "      <td>5.63</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-20 13:12:34</td>\n",
       "      <td>2018-05-20 13:13:04</td>\n",
       "      <td>eb90373412050020051800bf160000000000000001fff9...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>901</th>\n",
       "      <td>902</td>\n",
       "      <td>33</td>\n",
       "      <td>19.3</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>улица Революции 1905 года, Ulan-Ude, Buryatia ...</td>\n",
       "      <td>6.28</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-05-20 13:13:58</td>\n",
       "      <td>2018-05-20 13:15:25</td>\n",
       "      <td>eb90375813050020051800c1160000000000000001fffc...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>902</th>\n",
       "      <td>903</td>\n",
       "      <td>33</td>\n",
       "      <td>19.5</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>улица Революции 1905 года, Ulan-Ude, Buryatia ...</td>\n",
       "      <td>6.33</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-20 13:14:50</td>\n",
       "      <td>2018-05-20 13:15:27</td>\n",
       "      <td>eb90375014050020051800c3160000000000000000fff9...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>903</th>\n",
       "      <td>904</td>\n",
       "      <td>33</td>\n",
       "      <td>19.8</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>улица Революции 1905 года, Ulan-Ude, Buryatia ...</td>\n",
       "      <td>6.21</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-20 13:15:55</td>\n",
       "      <td>2018-05-20 13:16:24</td>\n",
       "      <td>eb90375515050020051800c6160000000000000000fffd...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>904</th>\n",
       "      <td>905</td>\n",
       "      <td>33</td>\n",
       "      <td>20.0</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>улица Революции 1905 года, Ulan-Ude, Buryatia ...</td>\n",
       "      <td>6.19</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-20 13:16:56</td>\n",
       "      <td>2018-05-20 13:17:28</td>\n",
       "      <td>eb90375616050020051800c81600000000000000010001...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>905</th>\n",
       "      <td>906</td>\n",
       "      <td>33</td>\n",
       "      <td>21.2</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>Ulan-Ude, Buryatia Republic, Russia</td>\n",
       "      <td>6.34</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2018-05-20 13:21:58</td>\n",
       "      <td>2018-05-20 13:22:30</td>\n",
       "      <td>eb90375821050020051800d4150000000000000001fffd...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>906</th>\n",
       "      <td>907</td>\n",
       "      <td>33</td>\n",
       "      <td>21.4</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>Ulan-Ude, Buryatia Republic, Russia</td>\n",
       "      <td>5.43</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-20 13:22:50</td>\n",
       "      <td>2018-05-20 13:23:24</td>\n",
       "      <td>eb90375022050020051800d6150000000000000001fffe...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>907</th>\n",
       "      <td>908</td>\n",
       "      <td>33</td>\n",
       "      <td>21.6</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>Ulan-Ude, Buryatia Republic, Russia</td>\n",
       "      <td>5.47</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-20 13:23:48</td>\n",
       "      <td>2018-05-20 13:24:20</td>\n",
       "      <td>eb90374823050020051800d8150000000000000000fffc...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908</th>\n",
       "      <td>909</td>\n",
       "      <td>33</td>\n",
       "      <td>21.9</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>Ulan-Ude, Buryatia Republic, Russia</td>\n",
       "      <td>5.38</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-20 13:24:49</td>\n",
       "      <td>2018-05-20 13:25:20</td>\n",
       "      <td>eb90374924050020051800db140000000000000000fffd...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>909</th>\n",
       "      <td>910</td>\n",
       "      <td>33</td>\n",
       "      <td>22.1</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>Ulan-Ude, Buryatia Republic, Russia</td>\n",
       "      <td>5.59</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-20 13:25:37</td>\n",
       "      <td>2018-05-20 13:26:09</td>\n",
       "      <td>eb90373725050020051800dd140000000000000000fff8...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>910</th>\n",
       "      <td>911</td>\n",
       "      <td>33</td>\n",
       "      <td>22.4</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>Ulan-Ude, Buryatia Republic, Russia</td>\n",
       "      <td>5.41</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-05-20 13:26:54</td>\n",
       "      <td>2018-05-20 13:27:23</td>\n",
       "      <td>eb90375426050020051800e01400000000000000010005...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>911</th>\n",
       "      <td>912</td>\n",
       "      <td>33</td>\n",
       "      <td>23.1</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,伊沃金斯基区</td>\n",
       "      <td>Ivolginsky District, Buryatia Republic, Russia</td>\n",
       "      <td>6.22</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2018-05-20 13:40:51</td>\n",
       "      <td>2018-05-20 13:41:31</td>\n",
       "      <td>eb90375140050020051800e71200000000000000000005...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>912</th>\n",
       "      <td>913</td>\n",
       "      <td>33</td>\n",
       "      <td>23.1</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,伊沃金斯基区</td>\n",
       "      <td>Ivolginsky District, Buryatia Republic, Russia</td>\n",
       "      <td>6.17</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-05-20 13:42:25</td>\n",
       "      <td>2018-05-20 13:43:01</td>\n",
       "      <td>eb90372542050020051800e7120000000000000001fffe...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>913</th>\n",
       "      <td>914</td>\n",
       "      <td>33</td>\n",
       "      <td>23.1</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,伊沃金斯基区</td>\n",
       "      <td>Ivolginsky District, Buryatia Republic, Russia</td>\n",
       "      <td>6.15</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-05-20 13:43:18</td>\n",
       "      <td>2018-05-20 13:43:53</td>\n",
       "      <td>eb90371843050020051800e7120000000000000001fff3...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>914</th>\n",
       "      <td>915</td>\n",
       "      <td>33</td>\n",
       "      <td>22.8</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,普里巴卡尔基地区</td>\n",
       "      <td>«Байкал», Pribaykalsky District, Buryatia Repu...</td>\n",
       "      <td>5.67</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>2018-05-20 13:59:04</td>\n",
       "      <td>2018-05-20 13:59:38</td>\n",
       "      <td>eb90370459050020051800e4120000000000000001fffd...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>915</th>\n",
       "      <td>916</td>\n",
       "      <td>33</td>\n",
       "      <td>19.4</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,普里巴卡尔基地区</td>\n",
       "      <td>«Байкал», Pribaykalsky District, Buryatia Repu...</td>\n",
       "      <td>6.01</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2018-05-20 14:14:49</td>\n",
       "      <td>2018-05-20 14:15:25</td>\n",
       "      <td>eb90374914060020051800c2130000000000000001fffd...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>916</th>\n",
       "      <td>917</td>\n",
       "      <td>33</td>\n",
       "      <td>15.3</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,卡班基地区</td>\n",
       "      <td>«Байкал», Kabansky District, Buryatia Republic...</td>\n",
       "      <td>6.20</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>2018-05-20 14:30:36</td>\n",
       "      <td>2018-05-20 14:46:53</td>\n",
       "      <td>eb9037363006002005180099160000000000000001fffc...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>917</th>\n",
       "      <td>918</td>\n",
       "      <td>33</td>\n",
       "      <td>11.6</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,卡班基地区</td>\n",
       "      <td>Kabansky District, Buryatia Republic, Russia</td>\n",
       "      <td>5.11</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>2018-05-20 15:18:01</td>\n",
       "      <td>2018-05-20 15:18:35</td>\n",
       "      <td>eb9037011807002005180074190000000000000001fff3...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>918 rows × 35 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     containerHisDataId  containerId  containerTemperature1  \\\n",
       "0                     1           33                   24.1   \n",
       "1                     2           33                   24.1   \n",
       "2                     3           33                   24.3   \n",
       "3                     4           33                   31.3   \n",
       "4                     5           33                   29.5   \n",
       "5                     6           33                   30.6   \n",
       "6                     7           33                   33.7   \n",
       "7                     8           33                   33.3   \n",
       "8                     9           33                   29.5   \n",
       "9                    10           33                   28.5   \n",
       "10                   11           33                   27.7   \n",
       "11                   12           33                   27.3   \n",
       "12                   13           33                   27.1   \n",
       "13                   14           33                   26.8   \n",
       "14                   15           33                   26.3   \n",
       "15                   16           33                   25.9   \n",
       "16                   17           33                   25.7   \n",
       "17                   18           33                   25.5   \n",
       "18                   19           33                   25.3   \n",
       "19                   20           33                   27.5   \n",
       "20                   21           33                   27.7   \n",
       "21                   22           33                   28.5   \n",
       "22                   23           33                   28.8   \n",
       "23                   24           33                   28.9   \n",
       "24                   25           33                   29.0   \n",
       "25                   26           33                   29.1   \n",
       "26                   27           33                   29.4   \n",
       "27                   28           33                   29.7   \n",
       "28                   29           33                   29.9   \n",
       "29                   30           33                   30.0   \n",
       "..                  ...          ...                    ...   \n",
       "888                 889           33                   29.4   \n",
       "889                 890           33                   29.5   \n",
       "890                 891           33                   29.6   \n",
       "891                 892           33                   29.7   \n",
       "892                 893           33                   28.2   \n",
       "893                 894           33                   28.8   \n",
       "894                 895           33                   28.8   \n",
       "895                 896           33                   26.4   \n",
       "896                 897           33                   26.3   \n",
       "897                 898           33                   26.3   \n",
       "898                 899           33                   18.9   \n",
       "899                 900           33                   19.0   \n",
       "900                 901           33                   19.1   \n",
       "901                 902           33                   19.3   \n",
       "902                 903           33                   19.5   \n",
       "903                 904           33                   19.8   \n",
       "904                 905           33                   20.0   \n",
       "905                 906           33                   21.2   \n",
       "906                 907           33                   21.4   \n",
       "907                 908           33                   21.6   \n",
       "908                 909           33                   21.9   \n",
       "909                 910           33                   22.1   \n",
       "910                 911           33                   22.4   \n",
       "911                 912           33                   23.1   \n",
       "912                 913           33                   23.1   \n",
       "913                 914           33                   23.1   \n",
       "914                 915           33                   22.8   \n",
       "915                 916           33                   19.4   \n",
       "916                 917           33                   15.3   \n",
       "917                 918           33                   11.6   \n",
       "\n",
       "     containerHumidity1  containerTemperature2  containerHumidity2  \\\n",
       "0                    25                      0                   0   \n",
       "1                    24                      0                   0   \n",
       "2                    24                      0                   0   \n",
       "3                    17                      0                   0   \n",
       "4                    20                      0                   0   \n",
       "5                    19                      0                   0   \n",
       "6                    18                      0                   0   \n",
       "7                    17                      0                   0   \n",
       "8                    20                      0                   0   \n",
       "9                    21                      0                   0   \n",
       "10                   21                      0                   0   \n",
       "11                   22                      0                   0   \n",
       "12                   22                      0                   0   \n",
       "13                   22                      0                   0   \n",
       "14                   23                      0                   0   \n",
       "15                   23                      0                   0   \n",
       "16                   24                      0                   0   \n",
       "17                   24                      0                   0   \n",
       "18                   26                      0                   0   \n",
       "19                   23                      0                   0   \n",
       "20                   23                      0                   0   \n",
       "21                   22                      0                   0   \n",
       "22                   21                      0                   0   \n",
       "23                   21                      0                   0   \n",
       "24                   21                      0                   0   \n",
       "25                   22                      0                   0   \n",
       "26                   21                      0                   0   \n",
       "27                   20                      0                   0   \n",
       "28                   20                      0                   0   \n",
       "29                   19                      0                   0   \n",
       "..                  ...                    ...                 ...   \n",
       "888                  14                      0                   0   \n",
       "889                  14                      0                   0   \n",
       "890                  14                      0                   0   \n",
       "891                  13                      0                   0   \n",
       "892                  14                      0                   0   \n",
       "893                  15                      0                   0   \n",
       "894                  15                      0                   0   \n",
       "895                  16                      0                   0   \n",
       "896                  16                      0                   0   \n",
       "897                  16                      0                   0   \n",
       "898                  22                      0                   0   \n",
       "899                  22                      0                   0   \n",
       "900                  22                      0                   0   \n",
       "901                  22                      0                   0   \n",
       "902                  22                      0                   0   \n",
       "903                  22                      0                   0   \n",
       "904                  22                      0                   0   \n",
       "905                  21                      0                   0   \n",
       "906                  21                      0                   0   \n",
       "907                  21                      0                   0   \n",
       "908                  20                      0                   0   \n",
       "909                  20                      0                   0   \n",
       "910                  20                      0                   0   \n",
       "911                  18                      0                   0   \n",
       "912                  18                      0                   0   \n",
       "913                  18                      0                   0   \n",
       "914                  18                      0                   0   \n",
       "915                  19                      0                   0   \n",
       "916                  22                      0                   0   \n",
       "917                  25                      0                   0   \n",
       "\n",
       "     containerTemperature3  containerHumidity3  containerDoorIsOpen  \\\n",
       "0                        0                   0                    1   \n",
       "1                        0                   0                    0   \n",
       "2                        0                   0                    0   \n",
       "3                        0                   0                    0   \n",
       "4                        0                   0                    0   \n",
       "5                        0                   0                    0   \n",
       "6                        0                   0                    0   \n",
       "7                        0                   0                    0   \n",
       "8                        0                   0                    0   \n",
       "9                        0                   0                    0   \n",
       "10                       0                   0                    0   \n",
       "11                       0                   0                    0   \n",
       "12                       0                   0                    0   \n",
       "13                       0                   0                    0   \n",
       "14                       0                   0                    0   \n",
       "15                       0                   0                    0   \n",
       "16                       0                   0                    0   \n",
       "17                       0                   0                    0   \n",
       "18                       0                   0                    1   \n",
       "19                       0                   0                    1   \n",
       "20                       0                   0                    1   \n",
       "21                       0                   0                    1   \n",
       "22                       0                   0                    1   \n",
       "23                       0                   0                    1   \n",
       "24                       0                   0                    1   \n",
       "25                       0                   0                    1   \n",
       "26                       0                   0                    1   \n",
       "27                       0                   0                    1   \n",
       "28                       0                   0                    1   \n",
       "29                       0                   0                    1   \n",
       "..                     ...                 ...                  ...   \n",
       "888                      0                   0                    0   \n",
       "889                      0                   0                    0   \n",
       "890                      0                   0                    0   \n",
       "891                      0                   0                    0   \n",
       "892                      0                   0                    0   \n",
       "893                      0                   0                    0   \n",
       "894                      0                   0                    0   \n",
       "895                      0                   0                    0   \n",
       "896                      0                   0                    0   \n",
       "897                      0                   0                    0   \n",
       "898                      0                   0                    0   \n",
       "899                      0                   0                    0   \n",
       "900                      0                   0                    0   \n",
       "901                      0                   0                    0   \n",
       "902                      0                   0                    0   \n",
       "903                      0                   0                    0   \n",
       "904                      0                   0                    0   \n",
       "905                      0                   0                    0   \n",
       "906                      0                   0                    0   \n",
       "907                      0                   0                    0   \n",
       "908                      0                   0                    0   \n",
       "909                      0                   0                    0   \n",
       "910                      0                   0                    0   \n",
       "911                      0                   0                    0   \n",
       "912                      0                   0                    0   \n",
       "913                      0                   0                    0   \n",
       "914                      0                   0                    0   \n",
       "915                      0                   0                    0   \n",
       "916                      0                   0                    0   \n",
       "917                      0                   0                    0   \n",
       "\n",
       "     containerRunStatus    ...             containerAreaName  \\\n",
       "0                     0    ...                中国,吉林省,长春市,宽城区   \n",
       "1                     0    ...                中国,吉林省,长春市,宽城区   \n",
       "2                     0    ...                中国,吉林省,长春市,宽城区   \n",
       "3                     0    ...                中国,吉林省,长春市,宽城区   \n",
       "4                     0    ...                中国,吉林省,长春市,宽城区   \n",
       "5                     0    ...                中国,吉林省,长春市,宽城区   \n",
       "6                     1    ...                中国,吉林省,长春市,宽城区   \n",
       "7                     1    ...                中国,吉林省,长春市,宽城区   \n",
       "8                     1    ...                中国,吉林省,长春市,二道区   \n",
       "9                     1    ...                中国,吉林省,长春市,二道区   \n",
       "10                    0    ...                中国,吉林省,长春市,南关区   \n",
       "11                    0    ...                中国,吉林省,长春市,南关区   \n",
       "12                    1    ...                中国,吉林省,长春市,南关区   \n",
       "13                    1    ...                中国,吉林省,长春市,南关区   \n",
       "14                    1    ...                中国,吉林省,长春市,南关区   \n",
       "15                    0    ...                中国,吉林省,长春市,南关区   \n",
       "16                    0    ...                中国,吉林省,长春市,南关区   \n",
       "17                    0    ...                中国,吉林省,长春市,南关区   \n",
       "18                    0    ...                中国,吉林省,长春市,南关区   \n",
       "19                    0    ...                中国,吉林省,长春市,南关区   \n",
       "20                    0    ...                中国,吉林省,长春市,南关区   \n",
       "21                    0    ...                中国,吉林省,长春市,南关区   \n",
       "22                    1    ...                中国,吉林省,长春市,南关区   \n",
       "23                    0    ...                中国,吉林省,长春市,南关区   \n",
       "24                    0    ...                中国,吉林省,长春市,南关区   \n",
       "25                    0    ...                中国,吉林省,长春市,南关区   \n",
       "26                    0    ...                中国,吉林省,长春市,南关区   \n",
       "27                    0    ...                中国,吉林省,长春市,南关区   \n",
       "28                    0    ...                中国,吉林省,长春市,南关区   \n",
       "29                    0    ...                中国,吉林省,长春市,南关区   \n",
       "..                  ...    ...                           ...   \n",
       "888                   1    ...     俄罗斯,布里亚特共和国,zaigrayevsky区   \n",
       "889                   0    ...     俄罗斯,布里亚特共和国,zaigrayevsky区   \n",
       "890                   0    ...     俄罗斯,布里亚特共和国,zaigrayevsky区   \n",
       "891                   1    ...     俄罗斯,布里亚特共和国,zaigrayevsky区   \n",
       "892                   1    ...     俄罗斯,布里亚特共和国,zaigrayevsky区   \n",
       "893                   1    ...     俄罗斯,布里亚特共和国,zaigrayevsky区   \n",
       "894                   1    ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "895                   0    ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "896                   0    ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "897                   0    ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "898                   0    ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "899                   1    ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "900                   1    ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "901                   1    ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "902                   0    ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "903                   0    ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "904                   1    ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "905                   1    ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "906                   1    ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "907                   0    ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "908                   0    ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "909                   0    ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "910                   1    ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "911                   0    ...            俄罗斯,布里亚特共和国,伊沃金斯基区   \n",
       "912                   1    ...            俄罗斯,布里亚特共和国,伊沃金斯基区   \n",
       "913                   1    ...            俄罗斯,布里亚特共和国,伊沃金斯基区   \n",
       "914                   1    ...          俄罗斯,布里亚特共和国,普里巴卡尔基地区   \n",
       "915                   1    ...          俄罗斯,布里亚特共和国,普里巴卡尔基地区   \n",
       "916                   1    ...             俄罗斯,布里亚特共和国,卡班基地区   \n",
       "917                   1    ...             俄罗斯,布里亚特共和国,卡班基地区   \n",
       "\n",
       "                                  containerAllAreaName  deviceVoltage  \\\n",
       "0                                            吉林省长春市宽城区           6.65   \n",
       "1                                            吉林省长春市宽城区           6.63   \n",
       "2                                            吉林省长春市宽城区           6.63   \n",
       "3                                            吉林省长春市宽城区           6.70   \n",
       "4                                            吉林省长春市宽城区           6.69   \n",
       "5                                            吉林省长春市宽城区           6.71   \n",
       "6                                            吉林省长春市宽城区           6.69   \n",
       "7                                            吉林省长春市宽城区           6.70   \n",
       "8                                       吉林省长春市二道区哈尔滨大街           6.62   \n",
       "9                                         吉林省长春市二道区大连路           6.60   \n",
       "10                                       吉林省长春市南关区洋浦大街           6.65   \n",
       "11                                     吉林省长春市南关区洋浦大街辅路           6.68   \n",
       "12                                   吉林省长春市南关区自由大路9166           6.68   \n",
       "13                                   吉林省长春市南关区浦东路4675号           6.63   \n",
       "14                                     吉林省长春市南关区洋浦大街辅路           6.63   \n",
       "15                                       吉林省长春市南关区自由大路           6.63   \n",
       "16                                       吉林省长春市南关区自由大路           6.67   \n",
       "17                                       吉林省长春市南关区自由大路           6.65   \n",
       "18                                       吉林省长春市南关区自由大路           6.69   \n",
       "19                                       吉林省长春市南关区自由大路           6.68   \n",
       "20                                       吉林省长春市南关区自由大路           6.62   \n",
       "21                                       吉林省长春市南关区自由大路           6.66   \n",
       "22                                       吉林省长春市南关区自由大路           6.65   \n",
       "23                                       吉林省长春市南关区自由大路           6.67   \n",
       "24                                       吉林省长春市南关区自由大路           6.65   \n",
       "25                                       吉林省长春市南关区自由大路           6.54   \n",
       "26                                       吉林省长春市南关区自由大路           6.69   \n",
       "27                                       吉林省长春市南关区自由大路           6.62   \n",
       "28                                       吉林省长春市南关区自由大路           6.69   \n",
       "29                                       吉林省长春市南关区自由大路           6.69   \n",
       "..                                                 ...            ...   \n",
       "888   Zaigrayevsky District, Buryatia Republic, Russia           5.85   \n",
       "889   Zaigrayevsky District, Buryatia Republic, Russia           6.12   \n",
       "890   Zaigrayevsky District, Buryatia Republic, Russia           5.84   \n",
       "891   Zaigrayevsky District, Buryatia Republic, Russia           5.99   \n",
       "892   Zaigrayevsky District, Buryatia Republic, Russia           5.78   \n",
       "893   Zaigrayevsky District, Buryatia Republic, Russia           5.84   \n",
       "894  Псковская улица, Ulan-Ude, Buryatia Republic, ...           5.87   \n",
       "895  улица Борсоева, Ulan-Ude, Buryatia Republic, R...           5.60   \n",
       "896  улица Борсоева, Ulan-Ude, Buryatia Republic, R...           5.59   \n",
       "897  улица Борсоева, Ulan-Ude, Buryatia Republic, R...           5.92   \n",
       "898  улица Борсоева, Ulan-Ude, Buryatia Republic, R...           5.81   \n",
       "899  улица Революции 1905 года, Ulan-Ude, Buryatia ...           5.59   \n",
       "900  улица Революции 1905 года, Ulan-Ude, Buryatia ...           5.63   \n",
       "901  улица Революции 1905 года, Ulan-Ude, Buryatia ...           6.28   \n",
       "902  улица Революции 1905 года, Ulan-Ude, Buryatia ...           6.33   \n",
       "903  улица Революции 1905 года, Ulan-Ude, Buryatia ...           6.21   \n",
       "904  улица Революции 1905 года, Ulan-Ude, Buryatia ...           6.19   \n",
       "905                Ulan-Ude, Buryatia Republic, Russia           6.34   \n",
       "906                Ulan-Ude, Buryatia Republic, Russia           5.43   \n",
       "907                Ulan-Ude, Buryatia Republic, Russia           5.47   \n",
       "908                Ulan-Ude, Buryatia Republic, Russia           5.38   \n",
       "909                Ulan-Ude, Buryatia Republic, Russia           5.59   \n",
       "910                Ulan-Ude, Buryatia Republic, Russia           5.41   \n",
       "911     Ivolginsky District, Buryatia Republic, Russia           6.22   \n",
       "912     Ivolginsky District, Buryatia Republic, Russia           6.17   \n",
       "913     Ivolginsky District, Buryatia Republic, Russia           6.15   \n",
       "914  «Байкал», Pribaykalsky District, Buryatia Repu...           5.67   \n",
       "915  «Байкал», Pribaykalsky District, Buryatia Repu...           6.01   \n",
       "916  «Байкал», Kabansky District, Buryatia Republic...           6.20   \n",
       "917       Kabansky District, Buryatia Republic, Russia           5.11   \n",
       "\n",
       "    devicePower  deviceWorkStatus mileage              gpsTime  \\\n",
       "0           99%                 0      \\N  2018-05-08 10:40:45   \n",
       "1           99%                 0       0  2018-05-08 10:42:12   \n",
       "2           99%                 0       0  2018-05-08 10:43:39   \n",
       "3           99%                 0       0  2018-05-08 11:44:30   \n",
       "4           99%                 0       0  2018-05-08 12:45:42   \n",
       "5           99%                 0       0  2018-05-08 13:46:36   \n",
       "6           99%                 0       0  2018-05-08 14:22:58   \n",
       "7           99%                 0       0  2018-05-08 14:26:21   \n",
       "8           99%                 0       8  2018-05-08 14:38:51   \n",
       "9           99%                 0       2  2018-05-08 14:42:40   \n",
       "10          99%                 0       2  2018-05-08 14:46:00   \n",
       "11          99%                 0       1  2018-05-08 14:48:09   \n",
       "12          99%                 0       0  2018-05-08 14:49:07   \n",
       "13          99%                 0       1  2018-05-08 14:50:35   \n",
       "14          99%                 0       0  2018-05-08 14:53:57   \n",
       "15          99%                 0       1  2018-05-08 14:56:59   \n",
       "16          99%                 0       0  2018-05-08 14:59:36   \n",
       "17          99%                 0       0  2018-05-08 15:01:39   \n",
       "18          99%                 0       0  2018-05-08 15:03:34   \n",
       "19          99%                 0       0  2018-05-08 15:24:45   \n",
       "20          99%                 0       0  2018-05-08 15:26:07   \n",
       "21          99%                 0       0  2018-05-08 15:31:23   \n",
       "22          99%                 0       0  2018-05-08 15:39:22   \n",
       "23          99%                 0       0  2018-05-08 15:40:28   \n",
       "24          99%                 0       0  2018-05-08 15:41:44   \n",
       "25          99%                 0       0  2018-05-08 15:43:01   \n",
       "26          99%                 0       0  2018-05-08 15:45:09   \n",
       "27          99%                 0       0  2018-05-08 15:47:28   \n",
       "28          99%                 0       0  2018-05-08 15:49:51   \n",
       "29          99%                 0       0  2018-05-08 15:50:52   \n",
       "..          ...               ...     ...                  ...   \n",
       "888         76%                 0       1  2018-05-20 10:50:45   \n",
       "889         76%                 0       0  2018-05-20 10:51:36   \n",
       "890         76%                 0       1  2018-05-20 10:52:31   \n",
       "891         76%                 0      13  2018-05-20 11:08:13   \n",
       "892         76%                 0      14  2018-05-20 11:23:58   \n",
       "893         76%                 0      15  2018-05-20 11:39:40   \n",
       "894         76%                 0      12  2018-05-20 11:55:27   \n",
       "895         76%                 0       8  2018-05-20 12:11:23   \n",
       "896         76%                 0       0  2018-05-20 12:13:47   \n",
       "897         76%                 0       0  2018-05-20 12:15:40   \n",
       "898         76%                 0       0  2018-05-20 13:08:23   \n",
       "899         76%                 0       1  2018-05-20 13:11:33   \n",
       "900         76%                 0       0  2018-05-20 13:12:34   \n",
       "901         76%                 0       1  2018-05-20 13:13:58   \n",
       "902         76%                 0       0  2018-05-20 13:14:50   \n",
       "903         76%                 0       0  2018-05-20 13:15:55   \n",
       "904         76%                 0       0  2018-05-20 13:16:56   \n",
       "905         76%                 0       3  2018-05-20 13:21:58   \n",
       "906         76%                 0       0  2018-05-20 13:22:50   \n",
       "907         76%                 0       0  2018-05-20 13:23:48   \n",
       "908         76%                 0       0  2018-05-20 13:24:49   \n",
       "909         76%                 0       0  2018-05-20 13:25:37   \n",
       "910         76%                 0       1  2018-05-20 13:26:54   \n",
       "911         76%                 0      12  2018-05-20 13:40:51   \n",
       "912         76%                 0       1  2018-05-20 13:42:25   \n",
       "913         76%                 0       1  2018-05-20 13:43:18   \n",
       "914         76%                 0      14  2018-05-20 13:59:04   \n",
       "915         76%                 0      20  2018-05-20 14:14:49   \n",
       "916         76%                 0      18  2018-05-20 14:30:36   \n",
       "917         76%                 0      54  2018-05-20 15:18:01   \n",
       "\n",
       "             currentTime                                           oldValue  \\\n",
       "0    2018-05-08 14:24:45  eb90374540020008051800f1190000000000000100fffe...   \n",
       "1    2018-05-08 14:24:50  eb90371242020008051800f1180000000000000000fff8...   \n",
       "2    2018-05-08 14:24:51  eb90373943020008051800f3180000000000000000ffff...   \n",
       "3    2018-05-08 14:24:53  eb90373044030008051801391100000000000000000000...   \n",
       "4    2018-05-08 14:24:54  eb90374245040008051801271400000000000000000001...   \n",
       "5    2018-05-08 14:24:55  eb90373646050008051801321300000000000000000007...   \n",
       "6    2018-05-08 14:24:56  eb9037582206000805180151120000000000000001ffa2...   \n",
       "7    2018-05-08 14:39:29  eb903721260600080518014d1100000000000000010013...   \n",
       "8    2018-05-08 14:39:30  eb90375138060008051801271400000000000000010006...   \n",
       "9    2018-05-08 14:43:22  eb903740420600080518011d150000000000000001fff8...   \n",
       "10   2018-05-08 14:46:37  eb90370046060008051801151500000000000000000000...   \n",
       "11   2018-05-08 14:51:29  eb90370948060008051801111600000000000000000001...   \n",
       "12   2018-05-08 14:51:30  eb903707490600080518010f1600000000000000010002...   \n",
       "13   2018-05-08 14:51:31  eb903735500600080518010c1600000000000000010005...   \n",
       "14   2018-05-08 14:54:34  eb9037575306000805180107170000000000000001ffdc...   \n",
       "15   2018-05-08 14:57:42  eb9037595606000805180103170000000000000000fffb...   \n",
       "16   2018-05-08 15:26:50  eb90373659060008051801011800000000000000000001...   \n",
       "17   2018-05-08 15:26:51  eb90373901070008051800ff180000000000000000fffa...   \n",
       "18   2018-05-08 15:26:53  eb90373403070008051800fd1a0000000000000100ffff...   \n",
       "19   2018-05-08 15:26:53  eb9037452407000805180113170000000000000100fffb...   \n",
       "20   2018-05-08 15:26:54  eb9037072607000805180115170000000000000100ffff...   \n",
       "21   2018-05-08 15:43:46  eb903723310700080518011d160000000000000100ffff...   \n",
       "22   2018-05-08 15:43:48  eb90372239070008051801201500000000000001010001...   \n",
       "23   2018-05-08 15:43:49  eb9037284007000805180121150000000000000100fffe...   \n",
       "24   2018-05-08 15:43:50  eb9037444107000805180122150000000000000100fffe...   \n",
       "25   2018-05-08 15:43:52  eb9037014307000805180123160000000000000100fff9...   \n",
       "26   2018-05-08 15:48:11  eb9037094507000805180126150000000000000100ffff...   \n",
       "27   2018-05-08 15:48:12  eb90372847070008051801291400000000000001000000...   \n",
       "28   2018-05-08 15:54:15  eb903751490700080518012b1400000000000001000000...   \n",
       "29   2018-05-08 15:54:16  eb903752500700080518012c130000000000000100fffa...   \n",
       "..                   ...                                                ...   \n",
       "888  2018-05-20 10:51:16  eb90374550020020051801260e0000000000000001fff3...   \n",
       "889  2018-05-20 10:52:10  eb90373651020020051801270e0000000000000000fffe...   \n",
       "890  2018-05-20 10:53:02  eb90373152020020051801280e0000000000000000fff6...   \n",
       "891  2018-05-20 11:08:46  eb90371308030020051801290d0000000000000001ff44...   \n",
       "892  2018-05-20 11:24:29  eb903758230300200518011a0e0000000000000001ffec...   \n",
       "893  2018-05-20 11:40:15  eb90374039030020051801200f0000000000000001fffe...   \n",
       "894  2018-05-20 11:56:12  eb90372755030020051801200f0000000000000001fff7...   \n",
       "895  2018-05-20 12:12:27  eb9037231104002005180108100000000000000000ffff...   \n",
       "896  2018-05-20 12:14:25  eb9037471304002005180107100000000000000000fff9...   \n",
       "897  2018-05-20 12:16:13  eb90374015040020051801071000000000000000000000...   \n",
       "898  2018-05-20 13:09:28  eb90372308050020051800bd160000000000000000ff00...   \n",
       "899  2018-05-20 13:12:04  eb90373311050020051800be16000000000000000100e8...   \n",
       "900  2018-05-20 13:13:04  eb90373412050020051800bf160000000000000001fff9...   \n",
       "901  2018-05-20 13:15:25  eb90375813050020051800c1160000000000000001fffc...   \n",
       "902  2018-05-20 13:15:27  eb90375014050020051800c3160000000000000000fff9...   \n",
       "903  2018-05-20 13:16:24  eb90375515050020051800c6160000000000000000fffd...   \n",
       "904  2018-05-20 13:17:28  eb90375616050020051800c81600000000000000010001...   \n",
       "905  2018-05-20 13:22:30  eb90375821050020051800d4150000000000000001fffd...   \n",
       "906  2018-05-20 13:23:24  eb90375022050020051800d6150000000000000001fffe...   \n",
       "907  2018-05-20 13:24:20  eb90374823050020051800d8150000000000000000fffc...   \n",
       "908  2018-05-20 13:25:20  eb90374924050020051800db140000000000000000fffd...   \n",
       "909  2018-05-20 13:26:09  eb90373725050020051800dd140000000000000000fff8...   \n",
       "910  2018-05-20 13:27:23  eb90375426050020051800e01400000000000000010005...   \n",
       "911  2018-05-20 13:41:31  eb90375140050020051800e71200000000000000000005...   \n",
       "912  2018-05-20 13:43:01  eb90372542050020051800e7120000000000000001fffe...   \n",
       "913  2018-05-20 13:43:53  eb90371843050020051800e7120000000000000001fff3...   \n",
       "914  2018-05-20 13:59:38  eb90370459050020051800e4120000000000000001fffd...   \n",
       "915  2018-05-20 14:15:25  eb90374914060020051800c2130000000000000001fffd...   \n",
       "916  2018-05-20 14:46:53  eb9037363006002005180099160000000000000001fffc...   \n",
       "917  2018-05-20 15:18:35  eb9037011807002005180074190000000000000001fff3...   \n",
       "\n",
       "     sendType  \n",
       "0         TCP  \n",
       "1         TCP  \n",
       "2         TCP  \n",
       "3         TCP  \n",
       "4         TCP  \n",
       "5         TCP  \n",
       "6         TCP  \n",
       "7         TCP  \n",
       "8         TCP  \n",
       "9         TCP  \n",
       "10        TCP  \n",
       "11        TCP  \n",
       "12        TCP  \n",
       "13        TCP  \n",
       "14        TCP  \n",
       "15        TCP  \n",
       "16        TCP  \n",
       "17        TCP  \n",
       "18        TCP  \n",
       "19        TCP  \n",
       "20        TCP  \n",
       "21        TCP  \n",
       "22        TCP  \n",
       "23        TCP  \n",
       "24        TCP  \n",
       "25        TCP  \n",
       "26        TCP  \n",
       "27        TCP  \n",
       "28        TCP  \n",
       "29        TCP  \n",
       "..        ...  \n",
       "888       TCP  \n",
       "889       TCP  \n",
       "890       TCP  \n",
       "891       TCP  \n",
       "892       TCP  \n",
       "893       TCP  \n",
       "894       TCP  \n",
       "895       TCP  \n",
       "896       TCP  \n",
       "897       TCP  \n",
       "898       TCP  \n",
       "899       TCP  \n",
       "900       TCP  \n",
       "901       TCP  \n",
       "902       TCP  \n",
       "903       TCP  \n",
       "904       TCP  \n",
       "905       TCP  \n",
       "906       TCP  \n",
       "907       TCP  \n",
       "908       TCP  \n",
       "909       TCP  \n",
       "910       TCP  \n",
       "911       TCP  \n",
       "912       TCP  \n",
       "913       TCP  \n",
       "914       TCP  \n",
       "915       TCP  \n",
       "916       TCP  \n",
       "917       TCP  \n",
       "\n",
       "[918 rows x 35 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd #数据分析\n",
    "import numpy as np #科学计算\n",
    "from pandas import Series,DataFrame\n",
    "\n",
    "data_train = pd.read_csv(\"143.csv\",delimiter=\"\\t\")\n",
    "data_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 918 entries, 0 to 917\n",
      "Data columns (total 35 columns):\n",
      "containerHisDataId            918 non-null int64\n",
      "containerId                   918 non-null int64\n",
      "containerTemperature1         918 non-null float64\n",
      "containerHumidity1            918 non-null int64\n",
      "containerTemperature2         918 non-null int64\n",
      "containerHumidity2            918 non-null int64\n",
      "containerTemperature3         918 non-null int64\n",
      "containerHumidity3            918 non-null int64\n",
      "containerDoorIsOpen           918 non-null int64\n",
      "containerRunStatus            918 non-null int64\n",
      "containerSpeedX               918 non-null float64\n",
      "containerSpeedY               918 non-null float64\n",
      "containerSpeedZ               918 non-null float64\n",
      "containerImpactDirection      918 non-null object\n",
      "containerNetworkSignal        918 non-null int64\n",
      "containerExcepstatus          918 non-null object\n",
      "lightIntensity                918 non-null int64\n",
      "containerLongitude            918 non-null float64\n",
      "containerLongitudeDistrict    918 non-null object\n",
      "containerLatitude             918 non-null float64\n",
      "containerLatitudeDistrict     918 non-null object\n",
      "containerRelativetSpeed       918 non-null float64\n",
      "containerAltitude             918 non-null float64\n",
      "containerCountryName          918 non-null object\n",
      "containerProvinceName         918 non-null object\n",
      "containerAreaName             918 non-null object\n",
      "containerAllAreaName          918 non-null object\n",
      "deviceVoltage                 918 non-null float64\n",
      "devicePower                   918 non-null object\n",
      "deviceWorkStatus              918 non-null int64\n",
      "mileage                       918 non-null object\n",
      "gpsTime                       918 non-null object\n",
      "currentTime                   918 non-null object\n",
      "oldValue                      918 non-null object\n",
      "sendType                      918 non-null object\n",
      "dtypes: float64(9), int64(12), object(14)\n",
      "memory usage: 251.1+ KB\n"
     ]
    }
   ],
   "source": [
    "data_train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>containerHisDataId</th>\n",
       "      <th>containerId</th>\n",
       "      <th>containerTemperature1</th>\n",
       "      <th>containerHumidity1</th>\n",
       "      <th>containerTemperature2</th>\n",
       "      <th>containerHumidity2</th>\n",
       "      <th>containerTemperature3</th>\n",
       "      <th>containerHumidity3</th>\n",
       "      <th>containerDoorIsOpen</th>\n",
       "      <th>containerRunStatus</th>\n",
       "      <th>...</th>\n",
       "      <th>containerSpeedY</th>\n",
       "      <th>containerSpeedZ</th>\n",
       "      <th>containerNetworkSignal</th>\n",
       "      <th>lightIntensity</th>\n",
       "      <th>containerLongitude</th>\n",
       "      <th>containerLatitude</th>\n",
       "      <th>containerRelativetSpeed</th>\n",
       "      <th>containerAltitude</th>\n",
       "      <th>deviceVoltage</th>\n",
       "      <th>deviceWorkStatus</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>918.000000</td>\n",
       "      <td>918.0</td>\n",
       "      <td>918.000000</td>\n",
       "      <td>918.000000</td>\n",
       "      <td>918.0</td>\n",
       "      <td>918.0</td>\n",
       "      <td>918.0</td>\n",
       "      <td>918.0</td>\n",
       "      <td>918.000000</td>\n",
       "      <td>918.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>918.000000</td>\n",
       "      <td>918.000000</td>\n",
       "      <td>918.000000</td>\n",
       "      <td>918.000000</td>\n",
       "      <td>918.000000</td>\n",
       "      <td>918.000000</td>\n",
       "      <td>918.000000</td>\n",
       "      <td>918.000000</td>\n",
       "      <td>918.000000</td>\n",
       "      <td>918.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>459.500000</td>\n",
       "      <td>33.0</td>\n",
       "      <td>21.709913</td>\n",
       "      <td>22.130719</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.030501</td>\n",
       "      <td>0.383442</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.003377</td>\n",
       "      <td>-0.062636</td>\n",
       "      <td>17.014161</td>\n",
       "      <td>17.157952</td>\n",
       "      <td>120.309219</td>\n",
       "      <td>47.776592</td>\n",
       "      <td>19.665512</td>\n",
       "      <td>458.868736</td>\n",
       "      <td>6.395686</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>265.148072</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.371452</td>\n",
       "      <td>6.150628</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.172055</td>\n",
       "      <td>0.486490</td>\n",
       "      <td>...</td>\n",
       "      <td>0.071130</td>\n",
       "      <td>0.123067</td>\n",
       "      <td>9.812685</td>\n",
       "      <td>153.739140</td>\n",
       "      <td>5.695464</td>\n",
       "      <td>2.921323</td>\n",
       "      <td>23.622724</td>\n",
       "      <td>269.037346</td>\n",
       "      <td>0.298398</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>33.0</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>106.175288</td>\n",
       "      <td>43.865229</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>15.400000</td>\n",
       "      <td>5.110000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>230.250000</td>\n",
       "      <td>33.0</td>\n",
       "      <td>14.800000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.100000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>117.319525</td>\n",
       "      <td>44.772462</td>\n",
       "      <td>0.190000</td>\n",
       "      <td>194.300000</td>\n",
       "      <td>6.250000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>459.500000</td>\n",
       "      <td>33.0</td>\n",
       "      <td>21.400000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.100000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>121.627531</td>\n",
       "      <td>48.849528</td>\n",
       "      <td>10.370000</td>\n",
       "      <td>539.100000</td>\n",
       "      <td>6.510000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>688.750000</td>\n",
       "      <td>33.0</td>\n",
       "      <td>28.500000</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>125.478414</td>\n",
       "      <td>49.679675</td>\n",
       "      <td>32.040000</td>\n",
       "      <td>679.725000</td>\n",
       "      <td>6.620000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>918.000000</td>\n",
       "      <td>33.0</td>\n",
       "      <td>45.700000</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>4095.000000</td>\n",
       "      <td>126.719278</td>\n",
       "      <td>52.132915</td>\n",
       "      <td>87.040000</td>\n",
       "      <td>1302.800000</td>\n",
       "      <td>6.780000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       containerHisDataId  containerId  containerTemperature1  \\\n",
       "count          918.000000        918.0             918.000000   \n",
       "mean           459.500000         33.0              21.709913   \n",
       "std            265.148072          0.0               9.371452   \n",
       "min              1.000000         33.0               2.500000   \n",
       "25%            230.250000         33.0              14.800000   \n",
       "50%            459.500000         33.0              21.400000   \n",
       "75%            688.750000         33.0              28.500000   \n",
       "max            918.000000         33.0              45.700000   \n",
       "\n",
       "       containerHumidity1  containerTemperature2  containerHumidity2  \\\n",
       "count          918.000000                  918.0               918.0   \n",
       "mean            22.130719                    0.0                 0.0   \n",
       "std              6.150628                    0.0                 0.0   \n",
       "min              8.000000                    0.0                 0.0   \n",
       "25%             18.000000                    0.0                 0.0   \n",
       "50%             22.000000                    0.0                 0.0   \n",
       "75%             26.000000                    0.0                 0.0   \n",
       "max             37.000000                    0.0                 0.0   \n",
       "\n",
       "       containerTemperature3  containerHumidity3  containerDoorIsOpen  \\\n",
       "count                  918.0               918.0           918.000000   \n",
       "mean                     0.0                 0.0             0.030501   \n",
       "std                      0.0                 0.0             0.172055   \n",
       "min                      0.0                 0.0             0.000000   \n",
       "25%                      0.0                 0.0             0.000000   \n",
       "50%                      0.0                 0.0             0.000000   \n",
       "75%                      0.0                 0.0             0.000000   \n",
       "max                      0.0                 0.0             1.000000   \n",
       "\n",
       "       containerRunStatus        ...         containerSpeedY  containerSpeedZ  \\\n",
       "count          918.000000        ...              918.000000       918.000000   \n",
       "mean             0.383442        ...               -0.003377        -0.062636   \n",
       "std              0.486490        ...                0.071130         0.123067   \n",
       "min              0.000000        ...               -1.000000        -1.000000   \n",
       "25%              0.000000        ...                0.000000        -0.100000   \n",
       "50%              0.000000        ...                0.000000        -0.100000   \n",
       "75%              1.000000        ...                0.000000         0.000000   \n",
       "max              1.000000        ...                0.900000         0.900000   \n",
       "\n",
       "       containerNetworkSignal  lightIntensity  containerLongitude  \\\n",
       "count              918.000000      918.000000          918.000000   \n",
       "mean                17.014161       17.157952          120.309219   \n",
       "std                  9.812685      153.739140            5.695464   \n",
       "min                  0.000000        0.000000          106.175288   \n",
       "25%                 12.000000        0.000000          117.319525   \n",
       "50%                 19.000000        0.000000          121.627531   \n",
       "75%                 24.000000        0.000000          125.478414   \n",
       "max                 31.000000     4095.000000          126.719278   \n",
       "\n",
       "       containerLatitude  containerRelativetSpeed  containerAltitude  \\\n",
       "count         918.000000               918.000000         918.000000   \n",
       "mean           47.776592                19.665512         458.868736   \n",
       "std             2.921323                23.622724         269.037346   \n",
       "min            43.865229                 0.000000          15.400000   \n",
       "25%            44.772462                 0.190000         194.300000   \n",
       "50%            48.849528                10.370000         539.100000   \n",
       "75%            49.679675                32.040000         679.725000   \n",
       "max            52.132915                87.040000        1302.800000   \n",
       "\n",
       "       deviceVoltage  deviceWorkStatus  \n",
       "count     918.000000             918.0  \n",
       "mean        6.395686               0.0  \n",
       "std         0.298398               0.0  \n",
       "min         5.110000               0.0  \n",
       "25%         6.250000               0.0  \n",
       "50%         6.510000               0.0  \n",
       "75%         6.620000               0.0  \n",
       "max         6.780000               0.0  \n",
       "\n",
       "[8 rows x 21 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_train.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_train.rename(columns={'containerTemperature1':'Temperature', 'containerHumidity1':'Humidity', 'containerRunStatus':'RunStatus',\n",
    "                           'containerSpeedX':'X', 'containerSpeedY':'Y', 'containerSpeedZ':'Z',\n",
    "                           'containerExcepstatus':'Excepstatus', 'deviceVoltage':'Voltage', 'devicePower':'Power',\n",
    "                           'containerRelativetSpeed':'Speed', 'gpsTime':'Time','containerHisDataId':'id',\n",
    "                           'containerNetworkSignal':'Signal', 'lightIntensity':'Light'\n",
    "                          }, \n",
    "                  inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>containerId</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>PowerInt</th>\n",
       "      <th>Humidity</th>\n",
       "      <th>containerTemperature2</th>\n",
       "      <th>containerHumidity2</th>\n",
       "      <th>containerTemperature3</th>\n",
       "      <th>containerHumidity3</th>\n",
       "      <th>containerDoorIsOpen</th>\n",
       "      <th>...</th>\n",
       "      <th>containerAreaName</th>\n",
       "      <th>containerAllAreaName</th>\n",
       "      <th>Voltage</th>\n",
       "      <th>Power</th>\n",
       "      <th>deviceWorkStatus</th>\n",
       "      <th>mileage</th>\n",
       "      <th>Time</th>\n",
       "      <th>currentTime</th>\n",
       "      <th>oldValue</th>\n",
       "      <th>sendType</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>24.1</td>\n",
       "      <td>99</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,宽城区</td>\n",
       "      <td>吉林省长春市宽城区</td>\n",
       "      <td>6.65</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>\\N</td>\n",
       "      <td>2018-05-08 10:40:45</td>\n",
       "      <td>2018-05-08 14:24:45</td>\n",
       "      <td>eb90374540020008051800f1190000000000000100fffe...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>33</td>\n",
       "      <td>24.1</td>\n",
       "      <td>99</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,宽城区</td>\n",
       "      <td>吉林省长春市宽城区</td>\n",
       "      <td>6.63</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 10:42:12</td>\n",
       "      <td>2018-05-08 14:24:50</td>\n",
       "      <td>eb90371242020008051800f1180000000000000000fff8...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>33</td>\n",
       "      <td>24.3</td>\n",
       "      <td>99</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,宽城区</td>\n",
       "      <td>吉林省长春市宽城区</td>\n",
       "      <td>6.63</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 10:43:39</td>\n",
       "      <td>2018-05-08 14:24:51</td>\n",
       "      <td>eb90373943020008051800f3180000000000000000ffff...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>33</td>\n",
       "      <td>31.3</td>\n",
       "      <td>99</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,宽城区</td>\n",
       "      <td>吉林省长春市宽城区</td>\n",
       "      <td>6.70</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 11:44:30</td>\n",
       "      <td>2018-05-08 14:24:53</td>\n",
       "      <td>eb90373044030008051801391100000000000000000000...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>33</td>\n",
       "      <td>29.5</td>\n",
       "      <td>99</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,宽城区</td>\n",
       "      <td>吉林省长春市宽城区</td>\n",
       "      <td>6.69</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 12:45:42</td>\n",
       "      <td>2018-05-08 14:24:54</td>\n",
       "      <td>eb90374245040008051801271400000000000000000001...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>33</td>\n",
       "      <td>30.6</td>\n",
       "      <td>99</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,宽城区</td>\n",
       "      <td>吉林省长春市宽城区</td>\n",
       "      <td>6.71</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 13:46:36</td>\n",
       "      <td>2018-05-08 14:24:55</td>\n",
       "      <td>eb90373646050008051801321300000000000000000007...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>33</td>\n",
       "      <td>33.7</td>\n",
       "      <td>99</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,宽城区</td>\n",
       "      <td>吉林省长春市宽城区</td>\n",
       "      <td>6.69</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 14:22:58</td>\n",
       "      <td>2018-05-08 14:24:56</td>\n",
       "      <td>eb9037582206000805180151120000000000000001ffa2...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>33</td>\n",
       "      <td>33.3</td>\n",
       "      <td>99</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,宽城区</td>\n",
       "      <td>吉林省长春市宽城区</td>\n",
       "      <td>6.70</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 14:26:21</td>\n",
       "      <td>2018-05-08 14:39:29</td>\n",
       "      <td>eb903721260600080518014d1100000000000000010013...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>33</td>\n",
       "      <td>29.5</td>\n",
       "      <td>99</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,二道区</td>\n",
       "      <td>吉林省长春市二道区哈尔滨大街</td>\n",
       "      <td>6.62</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2018-05-08 14:38:51</td>\n",
       "      <td>2018-05-08 14:39:30</td>\n",
       "      <td>eb90375138060008051801271400000000000000010006...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>33</td>\n",
       "      <td>28.5</td>\n",
       "      <td>99</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,二道区</td>\n",
       "      <td>吉林省长春市二道区大连路</td>\n",
       "      <td>6.60</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2018-05-08 14:42:40</td>\n",
       "      <td>2018-05-08 14:43:22</td>\n",
       "      <td>eb903740420600080518011d150000000000000001fff8...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>33</td>\n",
       "      <td>27.7</td>\n",
       "      <td>99</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区洋浦大街</td>\n",
       "      <td>6.65</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2018-05-08 14:46:00</td>\n",
       "      <td>2018-05-08 14:46:37</td>\n",
       "      <td>eb90370046060008051801151500000000000000000000...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>33</td>\n",
       "      <td>27.3</td>\n",
       "      <td>99</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区洋浦大街辅路</td>\n",
       "      <td>6.68</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-05-08 14:48:09</td>\n",
       "      <td>2018-05-08 14:51:29</td>\n",
       "      <td>eb90370948060008051801111600000000000000000001...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>33</td>\n",
       "      <td>27.1</td>\n",
       "      <td>99</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路9166</td>\n",
       "      <td>6.68</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 14:49:07</td>\n",
       "      <td>2018-05-08 14:51:30</td>\n",
       "      <td>eb903707490600080518010f1600000000000000010002...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>33</td>\n",
       "      <td>26.8</td>\n",
       "      <td>99</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区浦东路4675号</td>\n",
       "      <td>6.63</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-05-08 14:50:35</td>\n",
       "      <td>2018-05-08 14:51:31</td>\n",
       "      <td>eb903735500600080518010c1600000000000000010005...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>33</td>\n",
       "      <td>26.3</td>\n",
       "      <td>99</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区洋浦大街辅路</td>\n",
       "      <td>6.63</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 14:53:57</td>\n",
       "      <td>2018-05-08 14:54:34</td>\n",
       "      <td>eb9037575306000805180107170000000000000001ffdc...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>33</td>\n",
       "      <td>25.9</td>\n",
       "      <td>99</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.63</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-05-08 14:56:59</td>\n",
       "      <td>2018-05-08 14:57:42</td>\n",
       "      <td>eb9037595606000805180103170000000000000000fffb...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>33</td>\n",
       "      <td>25.7</td>\n",
       "      <td>99</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.67</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 14:59:36</td>\n",
       "      <td>2018-05-08 15:26:50</td>\n",
       "      <td>eb90373659060008051801011800000000000000000001...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>33</td>\n",
       "      <td>25.5</td>\n",
       "      <td>99</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.65</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 15:01:39</td>\n",
       "      <td>2018-05-08 15:26:51</td>\n",
       "      <td>eb90373901070008051800ff180000000000000000fffa...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>33</td>\n",
       "      <td>25.3</td>\n",
       "      <td>99</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.69</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 15:03:34</td>\n",
       "      <td>2018-05-08 15:26:53</td>\n",
       "      <td>eb90373403070008051800fd1a0000000000000100ffff...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>33</td>\n",
       "      <td>27.5</td>\n",
       "      <td>99</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.68</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 15:24:45</td>\n",
       "      <td>2018-05-08 15:26:53</td>\n",
       "      <td>eb9037452407000805180113170000000000000100fffb...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>33</td>\n",
       "      <td>27.7</td>\n",
       "      <td>99</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.62</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 15:26:07</td>\n",
       "      <td>2018-05-08 15:26:54</td>\n",
       "      <td>eb9037072607000805180115170000000000000100ffff...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>33</td>\n",
       "      <td>28.5</td>\n",
       "      <td>99</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.66</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 15:31:23</td>\n",
       "      <td>2018-05-08 15:43:46</td>\n",
       "      <td>eb903723310700080518011d160000000000000100ffff...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>33</td>\n",
       "      <td>28.8</td>\n",
       "      <td>99</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.65</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 15:39:22</td>\n",
       "      <td>2018-05-08 15:43:48</td>\n",
       "      <td>eb90372239070008051801201500000000000001010001...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>33</td>\n",
       "      <td>28.9</td>\n",
       "      <td>99</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.67</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 15:40:28</td>\n",
       "      <td>2018-05-08 15:43:49</td>\n",
       "      <td>eb9037284007000805180121150000000000000100fffe...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>33</td>\n",
       "      <td>29.0</td>\n",
       "      <td>99</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.65</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 15:41:44</td>\n",
       "      <td>2018-05-08 15:43:50</td>\n",
       "      <td>eb9037444107000805180122150000000000000100fffe...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>33</td>\n",
       "      <td>29.1</td>\n",
       "      <td>99</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.54</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 15:43:01</td>\n",
       "      <td>2018-05-08 15:43:52</td>\n",
       "      <td>eb9037014307000805180123160000000000000100fff9...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>33</td>\n",
       "      <td>29.4</td>\n",
       "      <td>99</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.69</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 15:45:09</td>\n",
       "      <td>2018-05-08 15:48:11</td>\n",
       "      <td>eb9037094507000805180126150000000000000100ffff...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>33</td>\n",
       "      <td>29.7</td>\n",
       "      <td>99</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.62</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 15:47:28</td>\n",
       "      <td>2018-05-08 15:48:12</td>\n",
       "      <td>eb90372847070008051801291400000000000001000000...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>33</td>\n",
       "      <td>29.9</td>\n",
       "      <td>99</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.69</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 15:49:51</td>\n",
       "      <td>2018-05-08 15:54:15</td>\n",
       "      <td>eb903751490700080518012b1400000000000001000000...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>33</td>\n",
       "      <td>30.0</td>\n",
       "      <td>99</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>中国,吉林省,长春市,南关区</td>\n",
       "      <td>吉林省长春市南关区自由大路</td>\n",
       "      <td>6.69</td>\n",
       "      <td>99%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-08 15:50:52</td>\n",
       "      <td>2018-05-08 15:54:16</td>\n",
       "      <td>eb903752500700080518012c130000000000000100fffa...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>888</th>\n",
       "      <td>889</td>\n",
       "      <td>33</td>\n",
       "      <td>29.4</td>\n",
       "      <td>76</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,zaigrayevsky区</td>\n",
       "      <td>Zaigrayevsky District, Buryatia Republic, Russia</td>\n",
       "      <td>5.85</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-05-20 10:50:45</td>\n",
       "      <td>2018-05-20 10:51:16</td>\n",
       "      <td>eb90374550020020051801260e0000000000000001fff3...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889</th>\n",
       "      <td>890</td>\n",
       "      <td>33</td>\n",
       "      <td>29.5</td>\n",
       "      <td>76</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,zaigrayevsky区</td>\n",
       "      <td>Zaigrayevsky District, Buryatia Republic, Russia</td>\n",
       "      <td>6.12</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-20 10:51:36</td>\n",
       "      <td>2018-05-20 10:52:10</td>\n",
       "      <td>eb90373651020020051801270e0000000000000000fffe...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>891</td>\n",
       "      <td>33</td>\n",
       "      <td>29.6</td>\n",
       "      <td>76</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,zaigrayevsky区</td>\n",
       "      <td>Zaigrayevsky District, Buryatia Republic, Russia</td>\n",
       "      <td>5.84</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-05-20 10:52:31</td>\n",
       "      <td>2018-05-20 10:53:02</td>\n",
       "      <td>eb90373152020020051801280e0000000000000000fff6...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>891</th>\n",
       "      <td>892</td>\n",
       "      <td>33</td>\n",
       "      <td>29.7</td>\n",
       "      <td>76</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,zaigrayevsky区</td>\n",
       "      <td>Zaigrayevsky District, Buryatia Republic, Russia</td>\n",
       "      <td>5.99</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>2018-05-20 11:08:13</td>\n",
       "      <td>2018-05-20 11:08:46</td>\n",
       "      <td>eb90371308030020051801290d0000000000000001ff44...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>892</th>\n",
       "      <td>893</td>\n",
       "      <td>33</td>\n",
       "      <td>28.2</td>\n",
       "      <td>76</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,zaigrayevsky区</td>\n",
       "      <td>Zaigrayevsky District, Buryatia Republic, Russia</td>\n",
       "      <td>5.78</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>2018-05-20 11:23:58</td>\n",
       "      <td>2018-05-20 11:24:29</td>\n",
       "      <td>eb903758230300200518011a0e0000000000000001ffec...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>893</th>\n",
       "      <td>894</td>\n",
       "      <td>33</td>\n",
       "      <td>28.8</td>\n",
       "      <td>76</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,zaigrayevsky区</td>\n",
       "      <td>Zaigrayevsky District, Buryatia Republic, Russia</td>\n",
       "      <td>5.84</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>2018-05-20 11:39:40</td>\n",
       "      <td>2018-05-20 11:40:15</td>\n",
       "      <td>eb90374039030020051801200f0000000000000001fffe...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894</th>\n",
       "      <td>895</td>\n",
       "      <td>33</td>\n",
       "      <td>28.8</td>\n",
       "      <td>76</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>Псковская улица, Ulan-Ude, Buryatia Republic, ...</td>\n",
       "      <td>5.87</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2018-05-20 11:55:27</td>\n",
       "      <td>2018-05-20 11:56:12</td>\n",
       "      <td>eb90372755030020051801200f0000000000000001fff7...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>895</th>\n",
       "      <td>896</td>\n",
       "      <td>33</td>\n",
       "      <td>26.4</td>\n",
       "      <td>76</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>улица Борсоева, Ulan-Ude, Buryatia Republic, R...</td>\n",
       "      <td>5.60</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2018-05-20 12:11:23</td>\n",
       "      <td>2018-05-20 12:12:27</td>\n",
       "      <td>eb9037231104002005180108100000000000000000ffff...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>896</th>\n",
       "      <td>897</td>\n",
       "      <td>33</td>\n",
       "      <td>26.3</td>\n",
       "      <td>76</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>улица Борсоева, Ulan-Ude, Buryatia Republic, R...</td>\n",
       "      <td>5.59</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-20 12:13:47</td>\n",
       "      <td>2018-05-20 12:14:25</td>\n",
       "      <td>eb9037471304002005180107100000000000000000fff9...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>897</th>\n",
       "      <td>898</td>\n",
       "      <td>33</td>\n",
       "      <td>26.3</td>\n",
       "      <td>76</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>улица Борсоева, Ulan-Ude, Buryatia Republic, R...</td>\n",
       "      <td>5.92</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-20 12:15:40</td>\n",
       "      <td>2018-05-20 12:16:13</td>\n",
       "      <td>eb90374015040020051801071000000000000000000000...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>898</th>\n",
       "      <td>899</td>\n",
       "      <td>33</td>\n",
       "      <td>18.9</td>\n",
       "      <td>76</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>улица Борсоева, Ulan-Ude, Buryatia Republic, R...</td>\n",
       "      <td>5.81</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-20 13:08:23</td>\n",
       "      <td>2018-05-20 13:09:28</td>\n",
       "      <td>eb90372308050020051800bd160000000000000000ff00...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>899</th>\n",
       "      <td>900</td>\n",
       "      <td>33</td>\n",
       "      <td>19.0</td>\n",
       "      <td>76</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>улица Революции 1905 года, Ulan-Ude, Buryatia ...</td>\n",
       "      <td>5.59</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-05-20 13:11:33</td>\n",
       "      <td>2018-05-20 13:12:04</td>\n",
       "      <td>eb90373311050020051800be16000000000000000100e8...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>900</th>\n",
       "      <td>901</td>\n",
       "      <td>33</td>\n",
       "      <td>19.1</td>\n",
       "      <td>76</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>улица Революции 1905 года, Ulan-Ude, Buryatia ...</td>\n",
       "      <td>5.63</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-20 13:12:34</td>\n",
       "      <td>2018-05-20 13:13:04</td>\n",
       "      <td>eb90373412050020051800bf160000000000000001fff9...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>901</th>\n",
       "      <td>902</td>\n",
       "      <td>33</td>\n",
       "      <td>19.3</td>\n",
       "      <td>76</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>улица Революции 1905 года, Ulan-Ude, Buryatia ...</td>\n",
       "      <td>6.28</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-05-20 13:13:58</td>\n",
       "      <td>2018-05-20 13:15:25</td>\n",
       "      <td>eb90375813050020051800c1160000000000000001fffc...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>902</th>\n",
       "      <td>903</td>\n",
       "      <td>33</td>\n",
       "      <td>19.5</td>\n",
       "      <td>76</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>улица Революции 1905 года, Ulan-Ude, Buryatia ...</td>\n",
       "      <td>6.33</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-20 13:14:50</td>\n",
       "      <td>2018-05-20 13:15:27</td>\n",
       "      <td>eb90375014050020051800c3160000000000000000fff9...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>903</th>\n",
       "      <td>904</td>\n",
       "      <td>33</td>\n",
       "      <td>19.8</td>\n",
       "      <td>76</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>улица Революции 1905 года, Ulan-Ude, Buryatia ...</td>\n",
       "      <td>6.21</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-20 13:15:55</td>\n",
       "      <td>2018-05-20 13:16:24</td>\n",
       "      <td>eb90375515050020051800c6160000000000000000fffd...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>904</th>\n",
       "      <td>905</td>\n",
       "      <td>33</td>\n",
       "      <td>20.0</td>\n",
       "      <td>76</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>улица Революции 1905 года, Ulan-Ude, Buryatia ...</td>\n",
       "      <td>6.19</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-20 13:16:56</td>\n",
       "      <td>2018-05-20 13:17:28</td>\n",
       "      <td>eb90375616050020051800c81600000000000000010001...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>905</th>\n",
       "      <td>906</td>\n",
       "      <td>33</td>\n",
       "      <td>21.2</td>\n",
       "      <td>76</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>Ulan-Ude, Buryatia Republic, Russia</td>\n",
       "      <td>6.34</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2018-05-20 13:21:58</td>\n",
       "      <td>2018-05-20 13:22:30</td>\n",
       "      <td>eb90375821050020051800d4150000000000000001fffd...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>906</th>\n",
       "      <td>907</td>\n",
       "      <td>33</td>\n",
       "      <td>21.4</td>\n",
       "      <td>76</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>Ulan-Ude, Buryatia Republic, Russia</td>\n",
       "      <td>5.43</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-20 13:22:50</td>\n",
       "      <td>2018-05-20 13:23:24</td>\n",
       "      <td>eb90375022050020051800d6150000000000000001fffe...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>907</th>\n",
       "      <td>908</td>\n",
       "      <td>33</td>\n",
       "      <td>21.6</td>\n",
       "      <td>76</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>Ulan-Ude, Buryatia Republic, Russia</td>\n",
       "      <td>5.47</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-20 13:23:48</td>\n",
       "      <td>2018-05-20 13:24:20</td>\n",
       "      <td>eb90374823050020051800d8150000000000000000fffc...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908</th>\n",
       "      <td>909</td>\n",
       "      <td>33</td>\n",
       "      <td>21.9</td>\n",
       "      <td>76</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>Ulan-Ude, Buryatia Republic, Russia</td>\n",
       "      <td>5.38</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-20 13:24:49</td>\n",
       "      <td>2018-05-20 13:25:20</td>\n",
       "      <td>eb90374924050020051800db140000000000000000fffd...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>909</th>\n",
       "      <td>910</td>\n",
       "      <td>33</td>\n",
       "      <td>22.1</td>\n",
       "      <td>76</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>Ulan-Ude, Buryatia Republic, Russia</td>\n",
       "      <td>5.59</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-20 13:25:37</td>\n",
       "      <td>2018-05-20 13:26:09</td>\n",
       "      <td>eb90373725050020051800dd140000000000000000fff8...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>910</th>\n",
       "      <td>911</td>\n",
       "      <td>33</td>\n",
       "      <td>22.4</td>\n",
       "      <td>76</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,乌兰乌德</td>\n",
       "      <td>Ulan-Ude, Buryatia Republic, Russia</td>\n",
       "      <td>5.41</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-05-20 13:26:54</td>\n",
       "      <td>2018-05-20 13:27:23</td>\n",
       "      <td>eb90375426050020051800e01400000000000000010005...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>911</th>\n",
       "      <td>912</td>\n",
       "      <td>33</td>\n",
       "      <td>23.1</td>\n",
       "      <td>76</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,伊沃金斯基区</td>\n",
       "      <td>Ivolginsky District, Buryatia Republic, Russia</td>\n",
       "      <td>6.22</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2018-05-20 13:40:51</td>\n",
       "      <td>2018-05-20 13:41:31</td>\n",
       "      <td>eb90375140050020051800e71200000000000000000005...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>912</th>\n",
       "      <td>913</td>\n",
       "      <td>33</td>\n",
       "      <td>23.1</td>\n",
       "      <td>76</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,伊沃金斯基区</td>\n",
       "      <td>Ivolginsky District, Buryatia Republic, Russia</td>\n",
       "      <td>6.17</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-05-20 13:42:25</td>\n",
       "      <td>2018-05-20 13:43:01</td>\n",
       "      <td>eb90372542050020051800e7120000000000000001fffe...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>913</th>\n",
       "      <td>914</td>\n",
       "      <td>33</td>\n",
       "      <td>23.1</td>\n",
       "      <td>76</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,伊沃金斯基区</td>\n",
       "      <td>Ivolginsky District, Buryatia Republic, Russia</td>\n",
       "      <td>6.15</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2018-05-20 13:43:18</td>\n",
       "      <td>2018-05-20 13:43:53</td>\n",
       "      <td>eb90371843050020051800e7120000000000000001fff3...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>914</th>\n",
       "      <td>915</td>\n",
       "      <td>33</td>\n",
       "      <td>22.8</td>\n",
       "      <td>76</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,普里巴卡尔基地区</td>\n",
       "      <td>«Байкал», Pribaykalsky District, Buryatia Repu...</td>\n",
       "      <td>5.67</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>2018-05-20 13:59:04</td>\n",
       "      <td>2018-05-20 13:59:38</td>\n",
       "      <td>eb90370459050020051800e4120000000000000001fffd...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>915</th>\n",
       "      <td>916</td>\n",
       "      <td>33</td>\n",
       "      <td>19.4</td>\n",
       "      <td>76</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,普里巴卡尔基地区</td>\n",
       "      <td>«Байкал», Pribaykalsky District, Buryatia Repu...</td>\n",
       "      <td>6.01</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>2018-05-20 14:14:49</td>\n",
       "      <td>2018-05-20 14:15:25</td>\n",
       "      <td>eb90374914060020051800c2130000000000000001fffd...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>916</th>\n",
       "      <td>917</td>\n",
       "      <td>33</td>\n",
       "      <td>15.3</td>\n",
       "      <td>76</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,卡班基地区</td>\n",
       "      <td>«Байкал», Kabansky District, Buryatia Republic...</td>\n",
       "      <td>6.20</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>2018-05-20 14:30:36</td>\n",
       "      <td>2018-05-20 14:46:53</td>\n",
       "      <td>eb9037363006002005180099160000000000000001fffc...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>917</th>\n",
       "      <td>918</td>\n",
       "      <td>33</td>\n",
       "      <td>11.6</td>\n",
       "      <td>76</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>俄罗斯,布里亚特共和国,卡班基地区</td>\n",
       "      <td>Kabansky District, Buryatia Republic, Russia</td>\n",
       "      <td>5.11</td>\n",
       "      <td>76%</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>2018-05-20 15:18:01</td>\n",
       "      <td>2018-05-20 15:18:35</td>\n",
       "      <td>eb9037011807002005180074190000000000000001fff3...</td>\n",
       "      <td>TCP</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>918 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      id  containerId  Temperature  PowerInt  Humidity  containerTemperature2  \\\n",
       "0      1           33         24.1        99        25                      0   \n",
       "1      2           33         24.1        99        24                      0   \n",
       "2      3           33         24.3        99        24                      0   \n",
       "3      4           33         31.3        99        17                      0   \n",
       "4      5           33         29.5        99        20                      0   \n",
       "5      6           33         30.6        99        19                      0   \n",
       "6      7           33         33.7        99        18                      0   \n",
       "7      8           33         33.3        99        17                      0   \n",
       "8      9           33         29.5        99        20                      0   \n",
       "9     10           33         28.5        99        21                      0   \n",
       "10    11           33         27.7        99        21                      0   \n",
       "11    12           33         27.3        99        22                      0   \n",
       "12    13           33         27.1        99        22                      0   \n",
       "13    14           33         26.8        99        22                      0   \n",
       "14    15           33         26.3        99        23                      0   \n",
       "15    16           33         25.9        99        23                      0   \n",
       "16    17           33         25.7        99        24                      0   \n",
       "17    18           33         25.5        99        24                      0   \n",
       "18    19           33         25.3        99        26                      0   \n",
       "19    20           33         27.5        99        23                      0   \n",
       "20    21           33         27.7        99        23                      0   \n",
       "21    22           33         28.5        99        22                      0   \n",
       "22    23           33         28.8        99        21                      0   \n",
       "23    24           33         28.9        99        21                      0   \n",
       "24    25           33         29.0        99        21                      0   \n",
       "25    26           33         29.1        99        22                      0   \n",
       "26    27           33         29.4        99        21                      0   \n",
       "27    28           33         29.7        99        20                      0   \n",
       "28    29           33         29.9        99        20                      0   \n",
       "29    30           33         30.0        99        19                      0   \n",
       "..   ...          ...          ...       ...       ...                    ...   \n",
       "888  889           33         29.4        76        14                      0   \n",
       "889  890           33         29.5        76        14                      0   \n",
       "890  891           33         29.6        76        14                      0   \n",
       "891  892           33         29.7        76        13                      0   \n",
       "892  893           33         28.2        76        14                      0   \n",
       "893  894           33         28.8        76        15                      0   \n",
       "894  895           33         28.8        76        15                      0   \n",
       "895  896           33         26.4        76        16                      0   \n",
       "896  897           33         26.3        76        16                      0   \n",
       "897  898           33         26.3        76        16                      0   \n",
       "898  899           33         18.9        76        22                      0   \n",
       "899  900           33         19.0        76        22                      0   \n",
       "900  901           33         19.1        76        22                      0   \n",
       "901  902           33         19.3        76        22                      0   \n",
       "902  903           33         19.5        76        22                      0   \n",
       "903  904           33         19.8        76        22                      0   \n",
       "904  905           33         20.0        76        22                      0   \n",
       "905  906           33         21.2        76        21                      0   \n",
       "906  907           33         21.4        76        21                      0   \n",
       "907  908           33         21.6        76        21                      0   \n",
       "908  909           33         21.9        76        20                      0   \n",
       "909  910           33         22.1        76        20                      0   \n",
       "910  911           33         22.4        76        20                      0   \n",
       "911  912           33         23.1        76        18                      0   \n",
       "912  913           33         23.1        76        18                      0   \n",
       "913  914           33         23.1        76        18                      0   \n",
       "914  915           33         22.8        76        18                      0   \n",
       "915  916           33         19.4        76        19                      0   \n",
       "916  917           33         15.3        76        22                      0   \n",
       "917  918           33         11.6        76        25                      0   \n",
       "\n",
       "     containerHumidity2  containerTemperature3  containerHumidity3  \\\n",
       "0                     0                      0                   0   \n",
       "1                     0                      0                   0   \n",
       "2                     0                      0                   0   \n",
       "3                     0                      0                   0   \n",
       "4                     0                      0                   0   \n",
       "5                     0                      0                   0   \n",
       "6                     0                      0                   0   \n",
       "7                     0                      0                   0   \n",
       "8                     0                      0                   0   \n",
       "9                     0                      0                   0   \n",
       "10                    0                      0                   0   \n",
       "11                    0                      0                   0   \n",
       "12                    0                      0                   0   \n",
       "13                    0                      0                   0   \n",
       "14                    0                      0                   0   \n",
       "15                    0                      0                   0   \n",
       "16                    0                      0                   0   \n",
       "17                    0                      0                   0   \n",
       "18                    0                      0                   0   \n",
       "19                    0                      0                   0   \n",
       "20                    0                      0                   0   \n",
       "21                    0                      0                   0   \n",
       "22                    0                      0                   0   \n",
       "23                    0                      0                   0   \n",
       "24                    0                      0                   0   \n",
       "25                    0                      0                   0   \n",
       "26                    0                      0                   0   \n",
       "27                    0                      0                   0   \n",
       "28                    0                      0                   0   \n",
       "29                    0                      0                   0   \n",
       "..                  ...                    ...                 ...   \n",
       "888                   0                      0                   0   \n",
       "889                   0                      0                   0   \n",
       "890                   0                      0                   0   \n",
       "891                   0                      0                   0   \n",
       "892                   0                      0                   0   \n",
       "893                   0                      0                   0   \n",
       "894                   0                      0                   0   \n",
       "895                   0                      0                   0   \n",
       "896                   0                      0                   0   \n",
       "897                   0                      0                   0   \n",
       "898                   0                      0                   0   \n",
       "899                   0                      0                   0   \n",
       "900                   0                      0                   0   \n",
       "901                   0                      0                   0   \n",
       "902                   0                      0                   0   \n",
       "903                   0                      0                   0   \n",
       "904                   0                      0                   0   \n",
       "905                   0                      0                   0   \n",
       "906                   0                      0                   0   \n",
       "907                   0                      0                   0   \n",
       "908                   0                      0                   0   \n",
       "909                   0                      0                   0   \n",
       "910                   0                      0                   0   \n",
       "911                   0                      0                   0   \n",
       "912                   0                      0                   0   \n",
       "913                   0                      0                   0   \n",
       "914                   0                      0                   0   \n",
       "915                   0                      0                   0   \n",
       "916                   0                      0                   0   \n",
       "917                   0                      0                   0   \n",
       "\n",
       "     containerDoorIsOpen   ...             containerAreaName  \\\n",
       "0                      1   ...                中国,吉林省,长春市,宽城区   \n",
       "1                      0   ...                中国,吉林省,长春市,宽城区   \n",
       "2                      0   ...                中国,吉林省,长春市,宽城区   \n",
       "3                      0   ...                中国,吉林省,长春市,宽城区   \n",
       "4                      0   ...                中国,吉林省,长春市,宽城区   \n",
       "5                      0   ...                中国,吉林省,长春市,宽城区   \n",
       "6                      0   ...                中国,吉林省,长春市,宽城区   \n",
       "7                      0   ...                中国,吉林省,长春市,宽城区   \n",
       "8                      0   ...                中国,吉林省,长春市,二道区   \n",
       "9                      0   ...                中国,吉林省,长春市,二道区   \n",
       "10                     0   ...                中国,吉林省,长春市,南关区   \n",
       "11                     0   ...                中国,吉林省,长春市,南关区   \n",
       "12                     0   ...                中国,吉林省,长春市,南关区   \n",
       "13                     0   ...                中国,吉林省,长春市,南关区   \n",
       "14                     0   ...                中国,吉林省,长春市,南关区   \n",
       "15                     0   ...                中国,吉林省,长春市,南关区   \n",
       "16                     0   ...                中国,吉林省,长春市,南关区   \n",
       "17                     0   ...                中国,吉林省,长春市,南关区   \n",
       "18                     1   ...                中国,吉林省,长春市,南关区   \n",
       "19                     1   ...                中国,吉林省,长春市,南关区   \n",
       "20                     1   ...                中国,吉林省,长春市,南关区   \n",
       "21                     1   ...                中国,吉林省,长春市,南关区   \n",
       "22                     1   ...                中国,吉林省,长春市,南关区   \n",
       "23                     1   ...                中国,吉林省,长春市,南关区   \n",
       "24                     1   ...                中国,吉林省,长春市,南关区   \n",
       "25                     1   ...                中国,吉林省,长春市,南关区   \n",
       "26                     1   ...                中国,吉林省,长春市,南关区   \n",
       "27                     1   ...                中国,吉林省,长春市,南关区   \n",
       "28                     1   ...                中国,吉林省,长春市,南关区   \n",
       "29                     1   ...                中国,吉林省,长春市,南关区   \n",
       "..                   ...   ...                           ...   \n",
       "888                    0   ...     俄罗斯,布里亚特共和国,zaigrayevsky区   \n",
       "889                    0   ...     俄罗斯,布里亚特共和国,zaigrayevsky区   \n",
       "890                    0   ...     俄罗斯,布里亚特共和国,zaigrayevsky区   \n",
       "891                    0   ...     俄罗斯,布里亚特共和国,zaigrayevsky区   \n",
       "892                    0   ...     俄罗斯,布里亚特共和国,zaigrayevsky区   \n",
       "893                    0   ...     俄罗斯,布里亚特共和国,zaigrayevsky区   \n",
       "894                    0   ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "895                    0   ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "896                    0   ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "897                    0   ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "898                    0   ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "899                    0   ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "900                    0   ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "901                    0   ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "902                    0   ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "903                    0   ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "904                    0   ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "905                    0   ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "906                    0   ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "907                    0   ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "908                    0   ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "909                    0   ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "910                    0   ...              俄罗斯,布里亚特共和国,乌兰乌德   \n",
       "911                    0   ...            俄罗斯,布里亚特共和国,伊沃金斯基区   \n",
       "912                    0   ...            俄罗斯,布里亚特共和国,伊沃金斯基区   \n",
       "913                    0   ...            俄罗斯,布里亚特共和国,伊沃金斯基区   \n",
       "914                    0   ...          俄罗斯,布里亚特共和国,普里巴卡尔基地区   \n",
       "915                    0   ...          俄罗斯,布里亚特共和国,普里巴卡尔基地区   \n",
       "916                    0   ...             俄罗斯,布里亚特共和国,卡班基地区   \n",
       "917                    0   ...             俄罗斯,布里亚特共和国,卡班基地区   \n",
       "\n",
       "                                  containerAllAreaName  Voltage  Power  \\\n",
       "0                                            吉林省长春市宽城区     6.65    99%   \n",
       "1                                            吉林省长春市宽城区     6.63    99%   \n",
       "2                                            吉林省长春市宽城区     6.63    99%   \n",
       "3                                            吉林省长春市宽城区     6.70    99%   \n",
       "4                                            吉林省长春市宽城区     6.69    99%   \n",
       "5                                            吉林省长春市宽城区     6.71    99%   \n",
       "6                                            吉林省长春市宽城区     6.69    99%   \n",
       "7                                            吉林省长春市宽城区     6.70    99%   \n",
       "8                                       吉林省长春市二道区哈尔滨大街     6.62    99%   \n",
       "9                                         吉林省长春市二道区大连路     6.60    99%   \n",
       "10                                       吉林省长春市南关区洋浦大街     6.65    99%   \n",
       "11                                     吉林省长春市南关区洋浦大街辅路     6.68    99%   \n",
       "12                                   吉林省长春市南关区自由大路9166     6.68    99%   \n",
       "13                                   吉林省长春市南关区浦东路4675号     6.63    99%   \n",
       "14                                     吉林省长春市南关区洋浦大街辅路     6.63    99%   \n",
       "15                                       吉林省长春市南关区自由大路     6.63    99%   \n",
       "16                                       吉林省长春市南关区自由大路     6.67    99%   \n",
       "17                                       吉林省长春市南关区自由大路     6.65    99%   \n",
       "18                                       吉林省长春市南关区自由大路     6.69    99%   \n",
       "19                                       吉林省长春市南关区自由大路     6.68    99%   \n",
       "20                                       吉林省长春市南关区自由大路     6.62    99%   \n",
       "21                                       吉林省长春市南关区自由大路     6.66    99%   \n",
       "22                                       吉林省长春市南关区自由大路     6.65    99%   \n",
       "23                                       吉林省长春市南关区自由大路     6.67    99%   \n",
       "24                                       吉林省长春市南关区自由大路     6.65    99%   \n",
       "25                                       吉林省长春市南关区自由大路     6.54    99%   \n",
       "26                                       吉林省长春市南关区自由大路     6.69    99%   \n",
       "27                                       吉林省长春市南关区自由大路     6.62    99%   \n",
       "28                                       吉林省长春市南关区自由大路     6.69    99%   \n",
       "29                                       吉林省长春市南关区自由大路     6.69    99%   \n",
       "..                                                 ...      ...    ...   \n",
       "888   Zaigrayevsky District, Buryatia Republic, Russia     5.85    76%   \n",
       "889   Zaigrayevsky District, Buryatia Republic, Russia     6.12    76%   \n",
       "890   Zaigrayevsky District, Buryatia Republic, Russia     5.84    76%   \n",
       "891   Zaigrayevsky District, Buryatia Republic, Russia     5.99    76%   \n",
       "892   Zaigrayevsky District, Buryatia Republic, Russia     5.78    76%   \n",
       "893   Zaigrayevsky District, Buryatia Republic, Russia     5.84    76%   \n",
       "894  Псковская улица, Ulan-Ude, Buryatia Republic, ...     5.87    76%   \n",
       "895  улица Борсоева, Ulan-Ude, Buryatia Republic, R...     5.60    76%   \n",
       "896  улица Борсоева, Ulan-Ude, Buryatia Republic, R...     5.59    76%   \n",
       "897  улица Борсоева, Ulan-Ude, Buryatia Republic, R...     5.92    76%   \n",
       "898  улица Борсоева, Ulan-Ude, Buryatia Republic, R...     5.81    76%   \n",
       "899  улица Революции 1905 года, Ulan-Ude, Buryatia ...     5.59    76%   \n",
       "900  улица Революции 1905 года, Ulan-Ude, Buryatia ...     5.63    76%   \n",
       "901  улица Революции 1905 года, Ulan-Ude, Buryatia ...     6.28    76%   \n",
       "902  улица Революции 1905 года, Ulan-Ude, Buryatia ...     6.33    76%   \n",
       "903  улица Революции 1905 года, Ulan-Ude, Buryatia ...     6.21    76%   \n",
       "904  улица Революции 1905 года, Ulan-Ude, Buryatia ...     6.19    76%   \n",
       "905                Ulan-Ude, Buryatia Republic, Russia     6.34    76%   \n",
       "906                Ulan-Ude, Buryatia Republic, Russia     5.43    76%   \n",
       "907                Ulan-Ude, Buryatia Republic, Russia     5.47    76%   \n",
       "908                Ulan-Ude, Buryatia Republic, Russia     5.38    76%   \n",
       "909                Ulan-Ude, Buryatia Republic, Russia     5.59    76%   \n",
       "910                Ulan-Ude, Buryatia Republic, Russia     5.41    76%   \n",
       "911     Ivolginsky District, Buryatia Republic, Russia     6.22    76%   \n",
       "912     Ivolginsky District, Buryatia Republic, Russia     6.17    76%   \n",
       "913     Ivolginsky District, Buryatia Republic, Russia     6.15    76%   \n",
       "914  «Байкал», Pribaykalsky District, Buryatia Repu...     5.67    76%   \n",
       "915  «Байкал», Pribaykalsky District, Buryatia Repu...     6.01    76%   \n",
       "916  «Байкал», Kabansky District, Buryatia Republic...     6.20    76%   \n",
       "917       Kabansky District, Buryatia Republic, Russia     5.11    76%   \n",
       "\n",
       "    deviceWorkStatus  mileage                 Time          currentTime  \\\n",
       "0                  0       \\N  2018-05-08 10:40:45  2018-05-08 14:24:45   \n",
       "1                  0        0  2018-05-08 10:42:12  2018-05-08 14:24:50   \n",
       "2                  0        0  2018-05-08 10:43:39  2018-05-08 14:24:51   \n",
       "3                  0        0  2018-05-08 11:44:30  2018-05-08 14:24:53   \n",
       "4                  0        0  2018-05-08 12:45:42  2018-05-08 14:24:54   \n",
       "5                  0        0  2018-05-08 13:46:36  2018-05-08 14:24:55   \n",
       "6                  0        0  2018-05-08 14:22:58  2018-05-08 14:24:56   \n",
       "7                  0        0  2018-05-08 14:26:21  2018-05-08 14:39:29   \n",
       "8                  0        8  2018-05-08 14:38:51  2018-05-08 14:39:30   \n",
       "9                  0        2  2018-05-08 14:42:40  2018-05-08 14:43:22   \n",
       "10                 0        2  2018-05-08 14:46:00  2018-05-08 14:46:37   \n",
       "11                 0        1  2018-05-08 14:48:09  2018-05-08 14:51:29   \n",
       "12                 0        0  2018-05-08 14:49:07  2018-05-08 14:51:30   \n",
       "13                 0        1  2018-05-08 14:50:35  2018-05-08 14:51:31   \n",
       "14                 0        0  2018-05-08 14:53:57  2018-05-08 14:54:34   \n",
       "15                 0        1  2018-05-08 14:56:59  2018-05-08 14:57:42   \n",
       "16                 0        0  2018-05-08 14:59:36  2018-05-08 15:26:50   \n",
       "17                 0        0  2018-05-08 15:01:39  2018-05-08 15:26:51   \n",
       "18                 0        0  2018-05-08 15:03:34  2018-05-08 15:26:53   \n",
       "19                 0        0  2018-05-08 15:24:45  2018-05-08 15:26:53   \n",
       "20                 0        0  2018-05-08 15:26:07  2018-05-08 15:26:54   \n",
       "21                 0        0  2018-05-08 15:31:23  2018-05-08 15:43:46   \n",
       "22                 0        0  2018-05-08 15:39:22  2018-05-08 15:43:48   \n",
       "23                 0        0  2018-05-08 15:40:28  2018-05-08 15:43:49   \n",
       "24                 0        0  2018-05-08 15:41:44  2018-05-08 15:43:50   \n",
       "25                 0        0  2018-05-08 15:43:01  2018-05-08 15:43:52   \n",
       "26                 0        0  2018-05-08 15:45:09  2018-05-08 15:48:11   \n",
       "27                 0        0  2018-05-08 15:47:28  2018-05-08 15:48:12   \n",
       "28                 0        0  2018-05-08 15:49:51  2018-05-08 15:54:15   \n",
       "29                 0        0  2018-05-08 15:50:52  2018-05-08 15:54:16   \n",
       "..               ...      ...                  ...                  ...   \n",
       "888                0        1  2018-05-20 10:50:45  2018-05-20 10:51:16   \n",
       "889                0        0  2018-05-20 10:51:36  2018-05-20 10:52:10   \n",
       "890                0        1  2018-05-20 10:52:31  2018-05-20 10:53:02   \n",
       "891                0       13  2018-05-20 11:08:13  2018-05-20 11:08:46   \n",
       "892                0       14  2018-05-20 11:23:58  2018-05-20 11:24:29   \n",
       "893                0       15  2018-05-20 11:39:40  2018-05-20 11:40:15   \n",
       "894                0       12  2018-05-20 11:55:27  2018-05-20 11:56:12   \n",
       "895                0        8  2018-05-20 12:11:23  2018-05-20 12:12:27   \n",
       "896                0        0  2018-05-20 12:13:47  2018-05-20 12:14:25   \n",
       "897                0        0  2018-05-20 12:15:40  2018-05-20 12:16:13   \n",
       "898                0        0  2018-05-20 13:08:23  2018-05-20 13:09:28   \n",
       "899                0        1  2018-05-20 13:11:33  2018-05-20 13:12:04   \n",
       "900                0        0  2018-05-20 13:12:34  2018-05-20 13:13:04   \n",
       "901                0        1  2018-05-20 13:13:58  2018-05-20 13:15:25   \n",
       "902                0        0  2018-05-20 13:14:50  2018-05-20 13:15:27   \n",
       "903                0        0  2018-05-20 13:15:55  2018-05-20 13:16:24   \n",
       "904                0        0  2018-05-20 13:16:56  2018-05-20 13:17:28   \n",
       "905                0        3  2018-05-20 13:21:58  2018-05-20 13:22:30   \n",
       "906                0        0  2018-05-20 13:22:50  2018-05-20 13:23:24   \n",
       "907                0        0  2018-05-20 13:23:48  2018-05-20 13:24:20   \n",
       "908                0        0  2018-05-20 13:24:49  2018-05-20 13:25:20   \n",
       "909                0        0  2018-05-20 13:25:37  2018-05-20 13:26:09   \n",
       "910                0        1  2018-05-20 13:26:54  2018-05-20 13:27:23   \n",
       "911                0       12  2018-05-20 13:40:51  2018-05-20 13:41:31   \n",
       "912                0        1  2018-05-20 13:42:25  2018-05-20 13:43:01   \n",
       "913                0        1  2018-05-20 13:43:18  2018-05-20 13:43:53   \n",
       "914                0       14  2018-05-20 13:59:04  2018-05-20 13:59:38   \n",
       "915                0       20  2018-05-20 14:14:49  2018-05-20 14:15:25   \n",
       "916                0       18  2018-05-20 14:30:36  2018-05-20 14:46:53   \n",
       "917                0       54  2018-05-20 15:18:01  2018-05-20 15:18:35   \n",
       "\n",
       "                                              oldValue sendType  \n",
       "0    eb90374540020008051800f1190000000000000100fffe...      TCP  \n",
       "1    eb90371242020008051800f1180000000000000000fff8...      TCP  \n",
       "2    eb90373943020008051800f3180000000000000000ffff...      TCP  \n",
       "3    eb90373044030008051801391100000000000000000000...      TCP  \n",
       "4    eb90374245040008051801271400000000000000000001...      TCP  \n",
       "5    eb90373646050008051801321300000000000000000007...      TCP  \n",
       "6    eb9037582206000805180151120000000000000001ffa2...      TCP  \n",
       "7    eb903721260600080518014d1100000000000000010013...      TCP  \n",
       "8    eb90375138060008051801271400000000000000010006...      TCP  \n",
       "9    eb903740420600080518011d150000000000000001fff8...      TCP  \n",
       "10   eb90370046060008051801151500000000000000000000...      TCP  \n",
       "11   eb90370948060008051801111600000000000000000001...      TCP  \n",
       "12   eb903707490600080518010f1600000000000000010002...      TCP  \n",
       "13   eb903735500600080518010c1600000000000000010005...      TCP  \n",
       "14   eb9037575306000805180107170000000000000001ffdc...      TCP  \n",
       "15   eb9037595606000805180103170000000000000000fffb...      TCP  \n",
       "16   eb90373659060008051801011800000000000000000001...      TCP  \n",
       "17   eb90373901070008051800ff180000000000000000fffa...      TCP  \n",
       "18   eb90373403070008051800fd1a0000000000000100ffff...      TCP  \n",
       "19   eb9037452407000805180113170000000000000100fffb...      TCP  \n",
       "20   eb9037072607000805180115170000000000000100ffff...      TCP  \n",
       "21   eb903723310700080518011d160000000000000100ffff...      TCP  \n",
       "22   eb90372239070008051801201500000000000001010001...      TCP  \n",
       "23   eb9037284007000805180121150000000000000100fffe...      TCP  \n",
       "24   eb9037444107000805180122150000000000000100fffe...      TCP  \n",
       "25   eb9037014307000805180123160000000000000100fff9...      TCP  \n",
       "26   eb9037094507000805180126150000000000000100ffff...      TCP  \n",
       "27   eb90372847070008051801291400000000000001000000...      TCP  \n",
       "28   eb903751490700080518012b1400000000000001000000...      TCP  \n",
       "29   eb903752500700080518012c130000000000000100fffa...      TCP  \n",
       "..                                                 ...      ...  \n",
       "888  eb90374550020020051801260e0000000000000001fff3...      TCP  \n",
       "889  eb90373651020020051801270e0000000000000000fffe...      TCP  \n",
       "890  eb90373152020020051801280e0000000000000000fff6...      TCP  \n",
       "891  eb90371308030020051801290d0000000000000001ff44...      TCP  \n",
       "892  eb903758230300200518011a0e0000000000000001ffec...      TCP  \n",
       "893  eb90374039030020051801200f0000000000000001fffe...      TCP  \n",
       "894  eb90372755030020051801200f0000000000000001fff7...      TCP  \n",
       "895  eb9037231104002005180108100000000000000000ffff...      TCP  \n",
       "896  eb9037471304002005180107100000000000000000fff9...      TCP  \n",
       "897  eb90374015040020051801071000000000000000000000...      TCP  \n",
       "898  eb90372308050020051800bd160000000000000000ff00...      TCP  \n",
       "899  eb90373311050020051800be16000000000000000100e8...      TCP  \n",
       "900  eb90373412050020051800bf160000000000000001fff9...      TCP  \n",
       "901  eb90375813050020051800c1160000000000000001fffc...      TCP  \n",
       "902  eb90375014050020051800c3160000000000000000fff9...      TCP  \n",
       "903  eb90375515050020051800c6160000000000000000fffd...      TCP  \n",
       "904  eb90375616050020051800c81600000000000000010001...      TCP  \n",
       "905  eb90375821050020051800d4150000000000000001fffd...      TCP  \n",
       "906  eb90375022050020051800d6150000000000000001fffe...      TCP  \n",
       "907  eb90374823050020051800d8150000000000000000fffc...      TCP  \n",
       "908  eb90374924050020051800db140000000000000000fffd...      TCP  \n",
       "909  eb90373725050020051800dd140000000000000000fff8...      TCP  \n",
       "910  eb90375426050020051800e01400000000000000010005...      TCP  \n",
       "911  eb90375140050020051800e71200000000000000000005...      TCP  \n",
       "912  eb90372542050020051800e7120000000000000001fffe...      TCP  \n",
       "913  eb90371843050020051800e7120000000000000001fff3...      TCP  \n",
       "914  eb90370459050020051800e4120000000000000001fffd...      TCP  \n",
       "915  eb90374914060020051800c2130000000000000001fffd...      TCP  \n",
       "916  eb9037363006002005180099160000000000000001fffc...      TCP  \n",
       "917  eb9037011807002005180074190000000000000001fff3...      TCP  \n",
       "\n",
       "[918 rows x 36 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "oldP = data_train.Power[:]\n",
    "# oldP\n",
    "newP = []\n",
    "for i in oldP: \n",
    "    newP.append(i[0:2])\n",
    "\n",
    "newP = list(map(int,newP))\n",
    "newP\n",
    "data_train.insert(3,'PowerInt',newP)\n",
    "data_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>Time</th>\n",
       "      <th>RunStatus</th>\n",
       "      <th>PowerInt</th>\n",
       "      <th>Voltage</th>\n",
       "      <th>Signal</th>\n",
       "      <th>Light</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Humidity</th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>Z</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Excepstatus</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
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       "      <td>2018-05-08 10:43:39</td>\n",
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       "      <td>99</td>\n",
       "      <td>6.63</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24.3</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2018-05-08 11:44:30</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>6.70</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31.3</td>\n",
       "      <td>17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2018-05-08 12:45:42</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>6.69</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29.5</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.56</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>2018-05-08 13:46:36</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>6.71</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30.6</td>\n",
       "      <td>19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>2018-05-08 14:22:58</td>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>6.69</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>33.7</td>\n",
       "      <td>18</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>0.19</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>2018-05-08 14:26:21</td>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>6.70</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33.3</td>\n",
       "      <td>17</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.63</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>2018-05-08 14:38:51</td>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>6.62</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>29.5</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>19.82</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>2018-05-08 14:42:40</td>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>6.60</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>28.5</td>\n",
       "      <td>21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>2018-05-08 14:46:00</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>6.65</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>27.7</td>\n",
       "      <td>21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>2018-05-08 14:48:09</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>6.68</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27.3</td>\n",
       "      <td>22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>2018-05-08 14:49:07</td>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>6.68</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>27.1</td>\n",
       "      <td>22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>23.89</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>2018-05-08 14:50:35</td>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>6.63</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>26.8</td>\n",
       "      <td>22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.26</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>2018-05-08 14:53:57</td>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>6.63</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>26.3</td>\n",
       "      <td>23</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.5</td>\n",
       "      <td>17.78</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>2018-05-08 14:56:59</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>6.63</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>25.9</td>\n",
       "      <td>23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>2018-05-08 14:59:36</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>6.67</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25.7</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.85</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>2018-05-08 15:01:39</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>6.65</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25.5</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>1.30</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>2018-05-08 15:03:34</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>6.69</td>\n",
       "      <td>0</td>\n",
       "      <td>410</td>\n",
       "      <td>25.3</td>\n",
       "      <td>26</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.19</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>2018-05-08 15:24:45</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>6.68</td>\n",
       "      <td>0</td>\n",
       "      <td>306</td>\n",
       "      <td>27.5</td>\n",
       "      <td>23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>2018-05-08 15:26:07</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>6.62</td>\n",
       "      <td>22</td>\n",
       "      <td>313</td>\n",
       "      <td>27.7</td>\n",
       "      <td>23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.30</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>2018-05-08 15:31:23</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>6.66</td>\n",
       "      <td>0</td>\n",
       "      <td>338</td>\n",
       "      <td>28.5</td>\n",
       "      <td>22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>2018-05-08 15:39:22</td>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>6.65</td>\n",
       "      <td>0</td>\n",
       "      <td>419</td>\n",
       "      <td>28.8</td>\n",
       "      <td>21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>2018-05-08 15:40:28</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>6.67</td>\n",
       "      <td>0</td>\n",
       "      <td>378</td>\n",
       "      <td>28.9</td>\n",
       "      <td>21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>2018-05-08 15:41:44</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>6.65</td>\n",
       "      <td>0</td>\n",
       "      <td>370</td>\n",
       "      <td>29.0</td>\n",
       "      <td>21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>2018-05-08 15:43:01</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>6.54</td>\n",
       "      <td>18</td>\n",
       "      <td>370</td>\n",
       "      <td>29.1</td>\n",
       "      <td>22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.52</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>2018-05-08 15:45:09</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>6.69</td>\n",
       "      <td>0</td>\n",
       "      <td>370</td>\n",
       "      <td>29.4</td>\n",
       "      <td>21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.15</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>2018-05-08 15:47:28</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>6.62</td>\n",
       "      <td>21</td>\n",
       "      <td>362</td>\n",
       "      <td>29.7</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>2018-05-08 15:49:51</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>6.69</td>\n",
       "      <td>0</td>\n",
       "      <td>435</td>\n",
       "      <td>29.9</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>2018-05-08 15:50:52</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>6.69</td>\n",
       "      <td>0</td>\n",
       "      <td>523</td>\n",
       "      <td>30.0</td>\n",
       "      <td>19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>888</th>\n",
       "      <td>889</td>\n",
       "      <td>2018-05-20 10:50:45</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>5.85</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>29.4</td>\n",
       "      <td>14</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.41</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889</th>\n",
       "      <td>890</td>\n",
       "      <td>2018-05-20 10:51:36</td>\n",
       "      <td>0</td>\n",
       "      <td>76</td>\n",
       "      <td>6.12</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>29.5</td>\n",
       "      <td>14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>26.48</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>891</td>\n",
       "      <td>2018-05-20 10:52:31</td>\n",
       "      <td>0</td>\n",
       "      <td>76</td>\n",
       "      <td>5.84</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>29.6</td>\n",
       "      <td>14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>30.93</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>891</th>\n",
       "      <td>892</td>\n",
       "      <td>2018-05-20 11:08:13</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>5.99</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>29.7</td>\n",
       "      <td>13</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.4</td>\n",
       "      <td>69.45</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>892</th>\n",
       "      <td>893</td>\n",
       "      <td>2018-05-20 11:23:58</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>5.78</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>28.2</td>\n",
       "      <td>14</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>65.56</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>893</th>\n",
       "      <td>894</td>\n",
       "      <td>2018-05-20 11:39:40</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>5.84</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>28.8</td>\n",
       "      <td>15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.9</td>\n",
       "      <td>54.63</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894</th>\n",
       "      <td>895</td>\n",
       "      <td>2018-05-20 11:55:27</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>5.87</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>28.8</td>\n",
       "      <td>15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>37.41</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>895</th>\n",
       "      <td>896</td>\n",
       "      <td>2018-05-20 12:11:23</td>\n",
       "      <td>0</td>\n",
       "      <td>76</td>\n",
       "      <td>5.60</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>26.4</td>\n",
       "      <td>16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>2.59</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>896</th>\n",
       "      <td>897</td>\n",
       "      <td>2018-05-20 12:13:47</td>\n",
       "      <td>0</td>\n",
       "      <td>76</td>\n",
       "      <td>5.59</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>26.3</td>\n",
       "      <td>16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>3.70</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>897</th>\n",
       "      <td>898</td>\n",
       "      <td>2018-05-20 12:15:40</td>\n",
       "      <td>0</td>\n",
       "      <td>76</td>\n",
       "      <td>5.92</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>26.3</td>\n",
       "      <td>16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.85</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>898</th>\n",
       "      <td>899</td>\n",
       "      <td>2018-05-20 13:08:23</td>\n",
       "      <td>0</td>\n",
       "      <td>76</td>\n",
       "      <td>5.81</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>18.9</td>\n",
       "      <td>22</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>5.56</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>899</th>\n",
       "      <td>900</td>\n",
       "      <td>2018-05-20 13:11:33</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>5.59</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>22</td>\n",
       "      <td>0.9</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>11.67</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>900</th>\n",
       "      <td>901</td>\n",
       "      <td>2018-05-20 13:12:34</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>5.63</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>19.1</td>\n",
       "      <td>22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.30</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>901</th>\n",
       "      <td>902</td>\n",
       "      <td>2018-05-20 13:13:58</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>6.28</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19.3</td>\n",
       "      <td>22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>16.85</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>902</th>\n",
       "      <td>903</td>\n",
       "      <td>2018-05-20 13:14:50</td>\n",
       "      <td>0</td>\n",
       "      <td>76</td>\n",
       "      <td>6.33</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>19.5</td>\n",
       "      <td>22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.85</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>903</th>\n",
       "      <td>904</td>\n",
       "      <td>2018-05-20 13:15:55</td>\n",
       "      <td>0</td>\n",
       "      <td>76</td>\n",
       "      <td>6.21</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>19.8</td>\n",
       "      <td>22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.41</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>904</th>\n",
       "      <td>905</td>\n",
       "      <td>2018-05-20 13:16:56</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>6.19</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>19.45</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>905</th>\n",
       "      <td>906</td>\n",
       "      <td>2018-05-20 13:21:58</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>6.34</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>21.2</td>\n",
       "      <td>21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>23.89</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>906</th>\n",
       "      <td>907</td>\n",
       "      <td>2018-05-20 13:22:50</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>5.43</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>21.4</td>\n",
       "      <td>21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.96</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>907</th>\n",
       "      <td>908</td>\n",
       "      <td>2018-05-20 13:23:48</td>\n",
       "      <td>0</td>\n",
       "      <td>76</td>\n",
       "      <td>5.47</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>21.6</td>\n",
       "      <td>21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>21.85</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908</th>\n",
       "      <td>909</td>\n",
       "      <td>2018-05-20 13:24:49</td>\n",
       "      <td>0</td>\n",
       "      <td>76</td>\n",
       "      <td>5.38</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>21.9</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>17.41</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>909</th>\n",
       "      <td>910</td>\n",
       "      <td>2018-05-20 13:25:37</td>\n",
       "      <td>0</td>\n",
       "      <td>76</td>\n",
       "      <td>5.59</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>22.1</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.96</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>910</th>\n",
       "      <td>911</td>\n",
       "      <td>2018-05-20 13:26:54</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>5.41</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>22.4</td>\n",
       "      <td>20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>39.08</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>911</th>\n",
       "      <td>912</td>\n",
       "      <td>2018-05-20 13:40:51</td>\n",
       "      <td>0</td>\n",
       "      <td>76</td>\n",
       "      <td>6.22</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>23.1</td>\n",
       "      <td>18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.52</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>912</th>\n",
       "      <td>913</td>\n",
       "      <td>2018-05-20 13:42:25</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>6.17</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>23.1</td>\n",
       "      <td>18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>26.30</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>913</th>\n",
       "      <td>914</td>\n",
       "      <td>2018-05-20 13:43:18</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>6.15</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>23.1</td>\n",
       "      <td>18</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>33.15</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>914</th>\n",
       "      <td>915</td>\n",
       "      <td>2018-05-20 13:59:04</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>5.67</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>22.8</td>\n",
       "      <td>18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>60.38</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>915</th>\n",
       "      <td>916</td>\n",
       "      <td>2018-05-20 14:14:49</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>6.01</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>19.4</td>\n",
       "      <td>19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>79.08</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>916</th>\n",
       "      <td>917</td>\n",
       "      <td>2018-05-20 14:30:36</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>6.20</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>15.3</td>\n",
       "      <td>22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>69.82</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>917</th>\n",
       "      <td>918</td>\n",
       "      <td>2018-05-20 15:18:01</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>5.11</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>11.6</td>\n",
       "      <td>25</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>79.27</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>918 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      id                 Time  RunStatus  PowerInt  Voltage  Signal  Light  \\\n",
       "0      1  2018-05-08 10:40:45          0        99     6.65       0   4095   \n",
       "1      2  2018-05-08 10:42:12          0        99     6.63       0      0   \n",
       "2      3  2018-05-08 10:43:39          0        99     6.63       0      0   \n",
       "3      4  2018-05-08 11:44:30          0        99     6.70       0      0   \n",
       "4      5  2018-05-08 12:45:42          0        99     6.69       0      0   \n",
       "5      6  2018-05-08 13:46:36          0        99     6.71       0      0   \n",
       "6      7  2018-05-08 14:22:58          1        99     6.69      21      0   \n",
       "7      8  2018-05-08 14:26:21          1        99     6.70       0      0   \n",
       "8      9  2018-05-08 14:38:51          1        99     6.62      18      0   \n",
       "9     10  2018-05-08 14:42:40          1        99     6.60      14      0   \n",
       "10    11  2018-05-08 14:46:00          0        99     6.65      15      0   \n",
       "11    12  2018-05-08 14:48:09          0        99     6.68       0      0   \n",
       "12    13  2018-05-08 14:49:07          1        99     6.68      21      0   \n",
       "13    14  2018-05-08 14:50:35          1        99     6.63      23      0   \n",
       "14    15  2018-05-08 14:53:57          1        99     6.63      22      0   \n",
       "15    16  2018-05-08 14:56:59          0        99     6.63      24      0   \n",
       "16    17  2018-05-08 14:59:36          0        99     6.67       0      0   \n",
       "17    18  2018-05-08 15:01:39          0        99     6.65       0      0   \n",
       "18    19  2018-05-08 15:03:34          0        99     6.69       0    410   \n",
       "19    20  2018-05-08 15:24:45          0        99     6.68       0    306   \n",
       "20    21  2018-05-08 15:26:07          0        99     6.62      22    313   \n",
       "21    22  2018-05-08 15:31:23          0        99     6.66       0    338   \n",
       "22    23  2018-05-08 15:39:22          1        99     6.65       0    419   \n",
       "23    24  2018-05-08 15:40:28          0        99     6.67       0    378   \n",
       "24    25  2018-05-08 15:41:44          0        99     6.65       0    370   \n",
       "25    26  2018-05-08 15:43:01          0        99     6.54      18    370   \n",
       "26    27  2018-05-08 15:45:09          0        99     6.69       0    370   \n",
       "27    28  2018-05-08 15:47:28          0        99     6.62      21    362   \n",
       "28    29  2018-05-08 15:49:51          0        99     6.69       0    435   \n",
       "29    30  2018-05-08 15:50:52          0        99     6.69       0    523   \n",
       "..   ...                  ...        ...       ...      ...     ...    ...   \n",
       "888  889  2018-05-20 10:50:45          1        76     5.85      17      0   \n",
       "889  890  2018-05-20 10:51:36          0        76     6.12       7      0   \n",
       "890  891  2018-05-20 10:52:31          0        76     5.84      18      0   \n",
       "891  892  2018-05-20 11:08:13          1        76     5.99       8      0   \n",
       "892  893  2018-05-20 11:23:58          1        76     5.78      23      0   \n",
       "893  894  2018-05-20 11:39:40          1        76     5.84       8      0   \n",
       "894  895  2018-05-20 11:55:27          1        76     5.87      18      0   \n",
       "895  896  2018-05-20 12:11:23          0        76     5.60      22      0   \n",
       "896  897  2018-05-20 12:13:47          0        76     5.59      17      0   \n",
       "897  898  2018-05-20 12:15:40          0        76     5.92      25      0   \n",
       "898  899  2018-05-20 13:08:23          0        76     5.81      22      0   \n",
       "899  900  2018-05-20 13:11:33          1        76     5.59      15      0   \n",
       "900  901  2018-05-20 13:12:34          1        76     5.63      13      0   \n",
       "901  902  2018-05-20 13:13:58          1        76     6.28       0      0   \n",
       "902  903  2018-05-20 13:14:50          0        76     6.33      31      0   \n",
       "903  904  2018-05-20 13:15:55          0        76     6.21      31      0   \n",
       "904  905  2018-05-20 13:16:56          1        76     6.19      31      0   \n",
       "905  906  2018-05-20 13:21:58          1        76     6.34      20      0   \n",
       "906  907  2018-05-20 13:22:50          1        76     5.43      24      0   \n",
       "907  908  2018-05-20 13:23:48          0        76     5.47      21      0   \n",
       "908  909  2018-05-20 13:24:49          0        76     5.38      22      0   \n",
       "909  910  2018-05-20 13:25:37          0        76     5.59      21      0   \n",
       "910  911  2018-05-20 13:26:54          1        76     5.41      20      0   \n",
       "911  912  2018-05-20 13:40:51          0        76     6.22      28      0   \n",
       "912  913  2018-05-20 13:42:25          1        76     6.17      28      0   \n",
       "913  914  2018-05-20 13:43:18          1        76     6.15      24      0   \n",
       "914  915  2018-05-20 13:59:04          1        76     5.67       9      0   \n",
       "915  916  2018-05-20 14:14:49          1        76     6.01      12      0   \n",
       "916  917  2018-05-20 14:30:36          1        76     6.20      17      0   \n",
       "917  918  2018-05-20 15:18:01          1        76     5.11      22      0   \n",
       "\n",
       "     Temperature  Humidity    X    Y    Z  Speed Excepstatus  \n",
       "0           24.1        25  0.0  0.0  0.0   0.19         1a3  \n",
       "1           24.1        24  0.0  0.0  0.1   0.00         1a2  \n",
       "2           24.3        24  0.0  0.0  0.0   0.00           0  \n",
       "3           31.3        17  0.0  0.0 -0.1   0.19           0  \n",
       "4           29.5        20  0.0  0.0 -0.1   0.56           0  \n",
       "5           30.6        19  0.0  0.0 -0.1   0.00           0  \n",
       "6           33.7        18 -0.4  0.0 -0.2   0.19           1  \n",
       "7           33.3        17  0.1  0.0  0.0   4.63           0  \n",
       "8           29.5        20  0.0  0.0 -0.4  19.82           0  \n",
       "9           28.5        21  0.0  0.0  0.0   0.00           0  \n",
       "10          27.7        21  0.0  0.0  0.0   0.74           0  \n",
       "11          27.3        22  0.0  0.0 -0.1   0.00           0  \n",
       "12          27.1        22  0.0  0.0 -0.1  23.89           0  \n",
       "13          26.8        22  0.0  0.0  0.0  19.26           0  \n",
       "14          26.3        23 -0.1 -0.1 -0.5  17.78           0  \n",
       "15          25.9        23  0.0  0.0  0.0   0.00           0  \n",
       "16          25.7        24  0.0  0.0  0.0   1.85           0  \n",
       "17          25.5        24  0.0  0.0 -0.1   1.30           0  \n",
       "18          25.3        26  0.0  0.0 -0.1   0.19           2  \n",
       "19          27.5        23  0.0  0.0  0.0   0.74           0  \n",
       "20          27.7        23  0.0  0.0  0.0   1.30           0  \n",
       "21          28.5        22  0.0  0.0  0.0   0.74           0  \n",
       "22          28.8        21  0.0  0.0  0.0   0.37           0  \n",
       "23          28.9        21  0.0  0.0  0.0   0.93           0  \n",
       "24          29.0        21  0.0  0.0 -0.1   0.93           0  \n",
       "25          29.1        22  0.0  0.0  0.0   3.52           0  \n",
       "26          29.4        21  0.0  0.0  0.0   3.15           0  \n",
       "27          29.7        20  0.0  0.0  0.0   0.19           0  \n",
       "28          29.9        20  0.0  0.0  0.0   0.93           0  \n",
       "29          30.0        19  0.0  0.0  0.0   0.74           0  \n",
       "..           ...       ...  ...  ...  ...    ...         ...  \n",
       "888         29.4        14 -0.1 -0.0  0.0  22.41           0  \n",
       "889         29.5        14  0.0  0.0 -0.1  26.48           0  \n",
       "890         29.6        14  0.0  0.0 -0.1  30.93           0  \n",
       "891         29.7        13 -0.7 -0.1  0.4  69.45           0  \n",
       "892         28.2        14 -0.1  0.1 -0.2  65.56           0  \n",
       "893         28.8        15  0.0  0.0  0.9  54.63           0  \n",
       "894         28.8        15  0.0  0.0 -0.2  37.41           0  \n",
       "895         26.4        16  0.0  0.0 -0.1   2.59           0  \n",
       "896         26.3        16  0.0  0.0 -0.1   3.70           0  \n",
       "897         26.3        16  0.0  0.0  0.0   1.85           0  \n",
       "898         18.9        22 -1.0 -0.0 -0.1   5.56           0  \n",
       "899         19.0        22  0.9 -0.0  0.2  11.67           0  \n",
       "900         19.1        22  0.0  0.0  0.0  11.30           0  \n",
       "901         19.3        22  0.0  0.0 -0.1  16.85           0  \n",
       "902         19.5        22  0.0  0.0  0.0  16.85           0  \n",
       "903         19.8        22  0.0  0.0  0.0  17.41           0  \n",
       "904         20.0        22  0.0  0.0 -0.1  19.45           0  \n",
       "905         21.2        21  0.0  0.0 -0.1  23.89           0  \n",
       "906         21.4        21  0.0  0.0  0.0  22.96           0  \n",
       "907         21.6        21  0.0  0.0 -0.1  21.85           0  \n",
       "908         21.9        20  0.0  0.0 -0.1  17.41           0  \n",
       "909         22.1        20  0.0  0.0  0.0  22.96           0  \n",
       "910         22.4        20  0.0  0.0  0.0  39.08           0  \n",
       "911         23.1        18  0.0  0.0  0.0  18.52           0  \n",
       "912         23.1        18  0.0  0.0 -0.1  26.30           0  \n",
       "913         23.1        18 -0.1 -0.0  0.0  33.15           0  \n",
       "914         22.8        18  0.0  0.0 -0.2  60.38           0  \n",
       "915         19.4        19  0.0  0.0  0.0  79.08           0  \n",
       "916         15.3        22  0.0  0.0  0.1  69.82           0  \n",
       "917         11.6        25 -0.1 -0.1 -0.2  79.27           0  \n",
       "\n",
       "[918 rows x 14 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = data_train[['id','Time','RunStatus', 'PowerInt', 'Voltage','Signal','Light','Temperature','Humidity', 'X','Y', 'Z','Speed','Excepstatus']]\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "done\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdate\n",
    "from matplotlib.dates import DayLocator, DateFormatter\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "\n",
    "# fig = plt.figure()\n",
    "# fig.set(alpha=0.5)  # 设定图表颜色alpha参数\n",
    "\n",
    "print(\"done\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.dates as mdate\n",
    "def plot_curve1(x, data,title):\n",
    "    fig1 = plt.figure(figsize=(15,5))\n",
    "    ax1 = fig1.add_subplot(1,1,1)\n",
    "#     ax1.xaxis_date()\n",
    "#     ax1.xaxis.set_major_formatter(mdate.DateFormatter('%Y-%m-%d %H:%M:%S'))#设置时间标签显示格式\n",
    "#     plt.xticks(pd.date_range(x.index[0],x.index[917],freq='1min'), rotation=90)\n",
    "    plt.title(title)\n",
    "    plt.plot(x, data,'o-')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>RunStatus</th>\n",
       "      <th>PowerInt</th>\n",
       "      <th>Voltage</th>\n",
       "      <th>Signal</th>\n",
       "      <th>Light</th>\n",
       "      <th>Temperature</th>\n",
       "      <th>Humidity</th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>Z</th>\n",
       "      <th>Speed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>918.000000</td>\n",
       "      <td>918.000000</td>\n",
       "      <td>918.000000</td>\n",
       "      <td>918.000000</td>\n",
       "      <td>918.000000</td>\n",
       "      <td>918.000000</td>\n",
       "      <td>918.000000</td>\n",
       "      <td>918.000000</td>\n",
       "      <td>918.000000</td>\n",
       "      <td>918.000000</td>\n",
       "      <td>918.000000</td>\n",
       "      <td>918.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>459.500000</td>\n",
       "      <td>0.383442</td>\n",
       "      <td>86.712418</td>\n",
       "      <td>6.395686</td>\n",
       "      <td>17.014161</td>\n",
       "      <td>17.157952</td>\n",
       "      <td>21.709913</td>\n",
       "      <td>22.130719</td>\n",
       "      <td>-0.008279</td>\n",
       "      <td>-0.003377</td>\n",
       "      <td>-0.062636</td>\n",
       "      <td>19.665512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>265.148072</td>\n",
       "      <td>0.486490</td>\n",
       "      <td>7.043414</td>\n",
       "      <td>0.298398</td>\n",
       "      <td>9.812685</td>\n",
       "      <td>153.739140</td>\n",
       "      <td>9.371452</td>\n",
       "      <td>6.150628</td>\n",
       "      <td>0.133312</td>\n",
       "      <td>0.071130</td>\n",
       "      <td>0.123067</td>\n",
       "      <td>23.622724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>76.000000</td>\n",
       "      <td>5.110000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>230.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>79.000000</td>\n",
       "      <td>6.250000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.800000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.100000</td>\n",
       "      <td>0.190000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>459.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>89.000000</td>\n",
       "      <td>6.510000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>21.400000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.100000</td>\n",
       "      <td>10.370000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>688.750000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>91.000000</td>\n",
       "      <td>6.620000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>28.500000</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>32.040000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>918.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>6.780000</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>4095.000000</td>\n",
       "      <td>45.700000</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>87.040000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               id   RunStatus    PowerInt     Voltage      Signal  \\\n",
       "count  918.000000  918.000000  918.000000  918.000000  918.000000   \n",
       "mean   459.500000    0.383442   86.712418    6.395686   17.014161   \n",
       "std    265.148072    0.486490    7.043414    0.298398    9.812685   \n",
       "min      1.000000    0.000000   76.000000    5.110000    0.000000   \n",
       "25%    230.250000    0.000000   79.000000    6.250000   12.000000   \n",
       "50%    459.500000    0.000000   89.000000    6.510000   19.000000   \n",
       "75%    688.750000    1.000000   91.000000    6.620000   24.000000   \n",
       "max    918.000000    1.000000   99.000000    6.780000   31.000000   \n",
       "\n",
       "             Light  Temperature    Humidity           X           Y  \\\n",
       "count   918.000000   918.000000  918.000000  918.000000  918.000000   \n",
       "mean     17.157952    21.709913   22.130719   -0.008279   -0.003377   \n",
       "std     153.739140     9.371452    6.150628    0.133312    0.071130   \n",
       "min       0.000000     2.500000    8.000000   -1.000000   -1.000000   \n",
       "25%       0.000000    14.800000   18.000000    0.000000    0.000000   \n",
       "50%       0.000000    21.400000   22.000000    0.000000    0.000000   \n",
       "75%       0.000000    28.500000   26.000000    0.000000    0.000000   \n",
       "max    4095.000000    45.700000   37.000000    1.000000    0.900000   \n",
       "\n",
       "                Z       Speed  \n",
       "count  918.000000  918.000000  \n",
       "mean    -0.062636   19.665512  \n",
       "std      0.123067   23.622724  \n",
       "min     -1.000000    0.000000  \n",
       "25%     -0.100000    0.190000  \n",
       "50%     -0.100000   10.370000  \n",
       "75%      0.000000   32.040000  \n",
       "max      0.900000   87.040000  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()\n",
    "\n",
    "# plot_curve1(data.id, data.PowerInt,'电量')\n",
    "# plot_curve1(data.id, data.Voltage,'电压')\n",
    "# plot_curve1(data.id, data.Temperature,'温度')\n",
    "# plot_curve1(data.id, data.Humidity,'湿度')\n",
    "# plot_curve1(data.id, data.Speed,'速度')\n",
    "# plot_curve1(data.id, data.X,'前后冲击')\n",
    "# plot_curve1(data.id, data.Y,'左右冲击')\n",
    "# plot_curve1(data.id, data.Z,'上下冲击')\n",
    "# plot_curve1(data.id, data.Signal,'信号强度')\n",
    "# plot_curve1(data.id, data.Light,'光照强度')\n",
    "# plot_curve1(data.id, data.Excepstatus,'异常')\n",
    "\n",
    "# plt.subplot2grid((1,2),(0,0))    \n",
    "# plt.plot(data.Time, data.PowerInt)\n",
    "# # 设置X轴的时间间隔，MinuteLocator、HourLocator、DayLocator、WeekdayLocator、MonthLocator、YearLocator\n",
    "# plt.gca().xaxis.set_major_locator(DayLocator(interval=5))\n",
    "# # 设置X轴的时间显示格式\n",
    "# plt.gca().xaxis.set_major_formatter(DateFormatter('%y/%m/%d'))\n",
    "# # 自动旋转X轴的刻度，适应坐标轴\n",
    "# plt.gcf().autofmt_xdate()\n",
    "\n",
    "# plt.subplot2grid((1,2),(0,1))    \n",
    "# plt.plot(data.Time, data.Voltage)\n",
    "# # 设置X轴的时间间隔，MinuteLocator、HourLocator、DayLocator、WeekdayLocator、MonthLocator、YearLocator\n",
    "# plt.gca().xaxis.set_major_locator(DayLocator(interval=5))\n",
    "# # 设置X轴的时间显示格式\n",
    "# plt.gca().xaxis.set_major_formatter(DateFormatter('%y/%m/%d %h:%M:%s'))\n",
    "# # 自动旋转X轴的刻度，适应坐标轴\n",
    "# plt.gcf().autofmt_xdate()\n",
    "\n",
    "\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'DataFrame' object has no attribute 'Survived'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-10-688a809e67fd>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      7\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      8\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplot2grid\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m5\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m             \u001b[1;31m# 在一张大图里分列几个小图\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 9\u001b[1;33m \u001b[0mdata_train\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mSurvived\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalue_counts\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkind\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'bar'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;31m# 柱状图\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     10\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtitle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mu\"获救情况 (1为获救)\"\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m# 标题\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     11\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mu\"人数\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32md:\\python\\python36\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m__getattr__\u001b[1;34m(self, name)\u001b[0m\n\u001b[0;32m   3612\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3613\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3614\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3615\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3616\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__setattr__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'Survived'"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "\n",
    "fig = plt.figure()\n",
    "fig.set(alpha=0.5)  # 设定图表颜色alpha参数\n",
    "\n",
    "plt.subplot2grid((3,5),(0,0))             # 在一张大图里分列几个小图\n",
    "data_train.Survived.value_counts().plot(kind='bar')# 柱状图 \n",
    "plt.title(u\"获救情况 (1为获救)\") # 标题\n",
    "plt.ylabel(u\"人数\")  \n",
    "\n",
    "plt.subplot2grid((3,5),(0,2))\n",
    "data_train.Pclass.value_counts().plot(kind=\"bar\")\n",
    "plt.ylabel(u\"人数\")\n",
    "plt.title(u\"乘客等级分布\")\n",
    "\n",
    "plt.subplot2grid((3,5),(0,4))\n",
    "plt.scatter(data_train.Survived, data_train.Age)\n",
    "plt.ylabel(u\"年龄\")                         # 设定纵坐标名称\n",
    "plt.grid(b=True, which='major', axis='y') \n",
    "plt.title(u\"按年龄看获救分布 (1为获救)\")\n",
    "\n",
    "\n",
    "plt.subplot2grid((3,5),(2,0), colspan=2)\n",
    "data_train.Age[data_train.Pclass == 1].plot(kind='kde')   \n",
    "data_train.Age[data_train.Pclass == 2].plot(kind='kde')\n",
    "data_train.Age[data_train.Pclass == 3].plot(kind='kde')\n",
    "plt.xlabel(u\"年龄\")# plots an axis lable\n",
    "plt.ylabel(u\"密度\") \n",
    "plt.title(u\"各等级的乘客年龄分布\")\n",
    "plt.legend((u'头等舱', u'2等舱',u'3等舱'),loc='best') # sets our legend for our graph.\n",
    "\n",
    "\n",
    "plt.subplot2grid((3,5),(2,3))\n",
    "data_train.Embarked.value_counts().plot(kind='bar')\n",
    "plt.title(u\"各登船口岸上船人数\")\n",
    "plt.ylabel(u\"人数\")  \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#看看各乘客等级的获救情况\n",
    "fig = plt.figure()\n",
    "fig.set(alpha=0.2)  # 设定图表颜色alpha参数\n",
    "\n",
    "Survived_0 = data_train.Pclass[data_train.Survived == 0].value_counts()\n",
    "Survived_1 = data_train.Pclass[data_train.Survived == 1].value_counts()\n",
    "df=pd.DataFrame({u'获救':Survived_1, u'未获救':Survived_0})\n",
    "df.plot(kind='bar', stacked=True)\n",
    "plt.title(u\"各乘客等级的获救情况\")\n",
    "plt.xlabel(u\"乘客等级\") \n",
    "plt.ylabel(u\"人数\") \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#看看各性别的获救情况\n",
    "fig = plt.figure()\n",
    "fig.set(alpha=0.2)  # 设定图表颜色alpha参数\n",
    "\n",
    "Survived_m = data_train.Survived[data_train.Sex == 'male'].value_counts()\n",
    "Survived_f = data_train.Survived[data_train.Sex == 'female'].value_counts()\n",
    "df=pd.DataFrame({u'男性':Survived_m, u'女性':Survived_f})\n",
    "df.plot(kind='bar', stacked=True)\n",
    "plt.title(u\"按性别看获救情况\")\n",
    "plt.xlabel(u\"性别\") \n",
    "plt.ylabel(u\"人数\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#然后我们再来看看各种舱级别情况下各性别的获救情况\n",
    "fig=plt.figure()\n",
    "fig.set(alpha=0.65) # 设置图像透明度，无所谓\n",
    "plt.title(u\"根据舱等级和性别的获救情况\")\n",
    "\n",
    "ax1=fig.add_subplot(141)\n",
    "data_train.Survived[data_train.Sex == 'female'][data_train.Pclass != 3].value_counts().plot(kind='bar', label=\"female highclass\", color='#FA2479')\n",
    "ax1.set_xticklabels([u\"获救\", u\"未获救\"], rotation=0)\n",
    "ax1.legend([u\"女性/高级舱\"], loc='best')\n",
    "\n",
    "ax2=fig.add_subplot(142, sharey=ax1)\n",
    "data_train.Survived[data_train.Sex == 'female'][data_train.Pclass == 3].value_counts().plot(kind='bar', label='female, low class', color='pink')\n",
    "ax2.set_xticklabels([u\"未获救\", u\"获救\"], rotation=0)\n",
    "plt.legend([u\"女性/低级舱\"], loc='best')\n",
    "\n",
    "ax3=fig.add_subplot(143, sharey=ax1)\n",
    "data_train.Survived[data_train.Sex == 'male'][data_train.Pclass != 3].value_counts().plot(kind='bar', label='male, high class',color='lightblue')\n",
    "ax3.set_xticklabels([u\"未获救\", u\"获救\"], rotation=0)\n",
    "plt.legend([u\"男性/高级舱\"], loc='best')\n",
    "\n",
    "ax4=fig.add_subplot(144, sharey=ax1)\n",
    "data_train.Survived[data_train.Sex == 'male'][data_train.Pclass == 3].value_counts().plot(kind='bar', label='male low class', color='steelblue')\n",
    "ax4.set_xticklabels([u\"未获救\", u\"获救\"], rotation=0)\n",
    "plt.legend([u\"男性/低级舱\"], loc='best')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#各登录港口获救情况\n",
    "fig = plt.figure()\n",
    "fig.set(alpha=0.2)  # 设定图表颜色alpha参数\n",
    "\n",
    "Survived_0 = data_train.Embarked[data_train.Survived == 0].value_counts()\n",
    "Survived_1 = data_train.Embarked[data_train.Survived == 1].value_counts()\n",
    "df=pd.DataFrame({u'获救':Survived_1, u'未获救':Survived_0})\n",
    "df.plot(kind='bar', stacked=True)\n",
    "plt.title(u\"各登录港口乘客的获救情况\")\n",
    "plt.xlabel(u\"登录港口\") \n",
    "plt.ylabel(u\"人数\") \n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#堂兄弟/妹，孩子/父母有几人，对是否获救的影响\n",
    "g = data_train.groupby(['SibSp','Survived'])\n",
    "df = pd.DataFrame(g.count()['PassengerId'])\n",
    "print(df)\n",
    "\n",
    "g = data_train.groupby(['Parch','Survived'])\n",
    "pf = pd.DataFrame(g.count()['PassengerId'])\n",
    "print(pf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#ticket是船票编号，应该是unique的，和最后的结果没有太大的关系，先不纳入考虑的特征范畴把\n",
    "#cabin只有204个乘客有值，我们先看看它的一个分布\n",
    "data_train.Cabin.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig = plt.figure()\n",
    "fig.set(alpha=0.2)  # 设定图表颜色alpha参数\n",
    "\n",
    "Survived_cabin = data_train.Survived[pd.notnull(data_train.Cabin)].value_counts()\n",
    "Survived_nocabin = data_train.Survived[pd.isnull(data_train.Cabin)].value_counts()\n",
    "df=pd.DataFrame({u'有':Survived_cabin, u'无':Survived_nocabin}).transpose()\n",
    "df.plot(kind='bar', stacked=True)\n",
    "plt.title(u\"按Cabin有无看获救情况\")\n",
    "plt.xlabel(u\"Cabin有无\") \n",
    "plt.ylabel(u\"人数\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 注意，若第二次运行本程序，会报\"ValueError: Found array with 0 sample(s) (shape=(0, 4)) while a minimum of 1 is required.\"，\n",
    "# 这是因为在上次运行本段程序时，data_train已经发生了变化 \n",
    "# 解决方案：不要连续运行本程序，在再次运行本程序之前，要先运行上面第一段程序，以获得原data_train的值\n",
    "\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "\n",
    "### 使用 RandomForestClassifier 填补缺失的年龄属性\n",
    "def set_missing_ages(df):\n",
    "\n",
    "    # 把已有的数值型特征取出来丢进Random Forest Regressor中\n",
    "    age_df = df[['Age','Fare', 'Parch', 'SibSp', 'Pclass']]\n",
    "\n",
    "    # 乘客分成已知年龄和未知年龄两部分\n",
    "    known_age = age_df[age_df.Age.notnull()].as_matrix()\n",
    "    unknown_age = age_df[age_df.Age.isnull()].as_matrix()\n",
    "\n",
    "    # y即目标年龄\n",
    "    y = known_age[:, 0]\n",
    "\n",
    "    # X即特征属性值\n",
    "    X = known_age[:, 1:]\n",
    "\n",
    "    # fit到RandomForestRegressor之中\n",
    "    rfr = RandomForestRegressor(random_state=0, n_estimators=2000, n_jobs=-1)\n",
    "    rfr.fit(X, y)\n",
    "\n",
    "    # 用得到的模型进行未知年龄结果预测\n",
    "    predictedAges = rfr.predict(unknown_age[:, 1:])\n",
    "\n",
    "\n",
    "    # 用得到的预测结果填补原缺失数据\n",
    "    df.loc[df.Age.isnull(), 'Age'] = predictedAges \n",
    "\n",
    "    return df, rfr\n",
    "\n",
    "def set_Cabin_type(df):\n",
    "    df.loc[ (df.Cabin.notnull()), 'Cabin' ] = \"Yes\"\n",
    "    df.loc[ (df.Cabin.isnull()), 'Cabin' ] = \"No\"\n",
    "    return df\n",
    "\n",
    "data_train, rfr = set_missing_ages(data_train)\n",
    "data_train = set_Cabin_type(data_train)\n",
    "data_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dummies_Cabin = pd.get_dummies(data_train['Cabin'], prefix= 'Cabin')\n",
    "\n",
    "dummies_Embarked = pd.get_dummies(data_train['Embarked'], prefix= 'Embarked')\n",
    "\n",
    "dummies_Sex = pd.get_dummies(data_train['Sex'], prefix= 'Sex')\n",
    "\n",
    "dummies_Pclass = pd.get_dummies(data_train['Pclass'], prefix= 'Pclass')\n",
    "\n",
    "df = pd.concat([data_train, dummies_Cabin, dummies_Embarked, dummies_Sex, dummies_Pclass], axis=1)\n",
    "df.drop(['Pclass', 'Name', 'Sex', 'Ticket', 'Cabin', 'Embarked'], axis=1, inplace=True)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sklearn.preprocessing as preprocessing\n",
    "scaler = preprocessing.StandardScaler()\n",
    "age_scale_param = scaler.fit(df['Age'].values.reshape(-1, 1))\n",
    "df['Age_scaled'] = scaler.fit_transform(df['Age'].values.reshape(-1, 1), age_scale_param)\n",
    "fare_scale_param = scaler.fit(df['Fare'].values.reshape(-1, 1))\n",
    "df['Fare_scaled'] = scaler.fit_transform(df['Fare'].values.reshape(-1, 1), fare_scale_param)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import linear_model\n",
    "\n",
    "# 用正则取出我们要的属性值\n",
    "train_df = df.filter(regex='Survived|Age_.*|SibSp|Parch|Fare_.*|Cabin_.*|Embarked_.*|Sex_.*|Pclass_.*')\n",
    "train_np = train_df.as_matrix()\n",
    "\n",
    "# y即Survival结果\n",
    "y = train_np[:, 0]\n",
    "\n",
    "# X即特征属性值\n",
    "X = train_np[:, 1:]\n",
    "\n",
    "# fit到LogisticRegression之中\n",
    "clf = linear_model.LogisticRegression(C=1.0, penalty='l1', tol=1e-6)\n",
    "clf.fit(X, y)\n",
    "\n",
    "clf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_test = pd.read_csv(\"test.csv\")\n",
    "data_test.loc[ (data_test.Fare.isnull()), 'Fare' ] = 0\n",
    "\n",
    "# 接着我们对test_data做和train_data中一致的特征变换\n",
    "# 首先用同样的RandomForestRegressor模型填上丢失的年龄\n",
    "tmp_df = data_test[['Age','Fare', 'Parch', 'SibSp', 'Pclass']]\n",
    "null_age = tmp_df[data_test.Age.isnull()].as_matrix()\n",
    "# 根据特征属性X预测年龄并补上\n",
    "X = null_age[:, 1:]\n",
    "predictedAges = rfr.predict(X)\n",
    "data_test.loc[ (data_test.Age.isnull()), 'Age' ] = predictedAges\n",
    "\n",
    "data_test = set_Cabin_type(data_test)\n",
    "dummies_Cabin = pd.get_dummies(data_test['Cabin'], prefix= 'Cabin')\n",
    "dummies_Embarked = pd.get_dummies(data_test['Embarked'], prefix= 'Embarked')\n",
    "dummies_Sex = pd.get_dummies(data_test['Sex'], prefix= 'Sex')\n",
    "dummies_Pclass = pd.get_dummies(data_test['Pclass'], prefix= 'Pclass')\n",
    "\n",
    "\n",
    "df_test = pd.concat([data_test, dummies_Cabin, dummies_Embarked, dummies_Sex, dummies_Pclass], axis=1)\n",
    "df_test.drop(['Pclass', 'Name', 'Sex', 'Ticket', 'Cabin', 'Embarked'], axis=1, inplace=True)\n",
    "df_test['Age_scaled'] = scaler.fit_transform(df_test['Age'].values.reshape(-1, 1), age_scale_param)\n",
    "df_test['Fare_scaled'] = scaler.fit_transform(df_test['Fare'].values.reshape(-1, 1), fare_scale_param)\n",
    "df_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "test = df_test.filter(regex='Age_.*|SibSp|Parch|Fare_.*|Cabin_.*|Embarked_.*|Sex_.*|Pclass_.*')\n",
    "predictions = clf.predict(test)\n",
    "result = pd.DataFrame({'PassengerId':data_test['PassengerId'].as_matrix(), 'Survived':predictions.astype(np.int32)})\n",
    "result.to_csv(\"predicted_result.csv\", index=False)\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 模型系数分析\n",
    "pd.DataFrame({\"columns\":list(train_df.columns)[1:], \"coef\":list(clf.coef_.T)})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import cross_validation\n",
    "\n",
    " #简单看看打分情况\n",
    "clf = linear_model.LogisticRegression(C=1.0, penalty='l1', tol=1e-6)\n",
    "all_data = df.filter(regex='Survived|Age_.*|SibSp|Parch|Fare_.*|Cabin_.*|Embarked_.*|Sex_.*|Pclass_.*')\n",
    "X = all_data.as_matrix()[:,1:]\n",
    "y = all_data.as_matrix()[:,0]\n",
    "print (cross_validation.cross_val_score(clf, X, y, cv=5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 分割数据，按照 训练数据:cv数据 = 7:3的比例\n",
    "split_train, split_cv = cross_validation.train_test_split(\u001d",
    "df, test_size=0.3, random_state=0)\n",
    "train_df = split_train.filter(regex='Survived|Age_.*|SibSp|Parch|Fare_.*|Cabin_.*|Embarked_.*|Sex_.*|Pclass_.*')\n",
    "# 生成模型\n",
    "clf = linear_model.LogisticRegression(C=1.0, penalty='l1', tol=1e-6)\n",
    "clf.fit(train_df.as_matrix()[:,1:], train_df.as_matrix()[:,0])\n",
    "\n",
    "# 对cross validation数据进行预测\n",
    "\n",
    "cv_df = split_cv.filter(regex='Survived|Age_.*|SibSp|Parch|Fare_.*|Cabin_.*|Embarked_.*|Sex_.*|Pclass_.*')\n",
    "predictions = clf.predict(cv_df.as_matrix()[:,1:])\n",
    "\n",
    "origin_data_train = pd.read_csv(\"train.csv\")\n",
    "bad_cases = origin_data_train.loc[origin_data_train['PassengerId'].isin(split_cv[predictions != cv_df.as_matrix()[:,0]]['PassengerId'].values)]\n",
    "bad_cases"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.learning_curve import learning_curve\n",
    "\n",
    "# 用sklearn的learning_curve得到training_score和cv_score，使用matplotlib画出learning curve\n",
    "def plot_learning_curve(estimator, title, X, y, ylim=None, cv=None, n_jobs=1, \n",
    "                        train_sizes=np.linspace(.05, 1., 20), verbose=0, plot=True):\n",
    "    \"\"\"\n",
    "    画出data在某模型上的learning curve.\n",
    "    参数解释\n",
    "    ----------\n",
    "    estimator : 你用的分类器。\n",
    "    title : 表格的标题。\n",
    "    X : 输入的feature，numpy类型\n",
    "    y : 输入的target vector\n",
    "    ylim : tuple格式的(ymin, ymax), 设定图像中纵坐标的最低点和最高点\n",
    "    cv : 做cross-validation的时候，数据分成的份数，其中一份作为cv集，其余n-1份作为training(默认为3份)\n",
    "    n_jobs : 并行的的任务数(默认1)\n",
    "    \"\"\"\n",
    "    train_sizes, train_scores, test_scores = learning_curve(\n",
    "        estimator, X, y, cv=cv, n_jobs=n_jobs, train_sizes=train_sizes, verbose=verbose)\n",
    "\n",
    "    train_scores_mean = np.mean(train_scores, axis=1)\n",
    "    train_scores_std = np.std(train_scores, axis=1)\n",
    "    test_scores_mean = np.mean(test_scores, axis=1)\n",
    "    test_scores_std = np.std(test_scores, axis=1)\n",
    "\n",
    "    if plot:\n",
    "        plt.figure()\n",
    "        plt.title(title)\n",
    "        if ylim is not None:\n",
    "            plt.ylim(*ylim)\n",
    "        plt.xlabel(u\"训练样本数\")\n",
    "        plt.ylabel(u\"得分\")\n",
    "        plt.gca().invert_yaxis()\n",
    "        plt.grid()\n",
    "\n",
    "        plt.fill_between(train_sizes, train_scores_mean - train_scores_std, train_scores_mean + train_scores_std, \n",
    "                         alpha=0.1, color=\"b\")\n",
    "        plt.fill_between(train_sizes, test_scores_mean - test_scores_std, test_scores_mean + test_scores_std, \n",
    "                         alpha=0.1, color=\"r\")\n",
    "        plt.plot(train_sizes, train_scores_mean, 'o-', color=\"b\", label=u\"训练集上得分\")\n",
    "        plt.plot(train_sizes, test_scores_mean, 'o-', color=\"r\", label=u\"交叉验证集上得分\")\n",
    "\n",
    "        plt.legend(loc=\"best\")\n",
    "\n",
    "        plt.draw()\n",
    "        plt.gca().invert_yaxis()\n",
    "        plt.show()\n",
    "\n",
    "    midpoint = ((train_scores_mean[-1] + train_scores_std[-1]) + (test_scores_mean[-1] - test_scores_std[-1])) / 2\n",
    "    diff = (train_scores_mean[-1] + train_scores_std[-1]) - (test_scores_mean[-1] - test_scores_std[-1])\n",
    "    return midpoint, diff\n",
    "\n",
    "plot_learning_curve(clf, u\"学习曲线\", X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.ensemble import BaggingRegressor\n",
    "\n",
    "train_df = df.filter(regex='Survived|Age_.*|SibSp|Parch|Fare_.*|Cabin_.*|Embarked_.*|Sex_.*|Pclass.*|Mother|Child|Family|Title')\n",
    "train_np = train_df.as_matrix()\n",
    "\n",
    "# y即Survival结果\n",
    "y = train_np[:, 0]\n",
    "\n",
    "# X即特征属性值\n",
    "X = train_np[:, 1:]\n",
    "\n",
    "# fit到BaggingRegressor之中\n",
    "clf = linear_model.LogisticRegression(C=1.0, penalty='l1', tol=1e-6)\n",
    "bagging_clf = BaggingRegressor(clf, n_estimators=20, max_samples=0.8, max_features=1.0, bootstrap=True, bootstrap_features=False, n_jobs=-1)\n",
    "bagging_clf.fit(X, y)\n",
    "\n",
    "test = df_test.filter(regex='Age_.*|SibSp|Parch|Fare_.*|Cabin_.*|Embarked_.*|Sex_.*|Pclass.*|Mother|Child|Family|Title')\n",
    "predictions = bagging_clf.predict(test)\n",
    "result = pd.DataFrame({'PassengerId':data_test['PassengerId'].as_matrix(), 'Survived':predictions.astype(np.int32)})\n",
    "result.to_csv(\"predicted_bagging_result.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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